{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams[\"font.sans-serif\"]=[\"SimHei\"] #设置字体\n",
    "plt.rcParams[\"axes.unicode_minus\"]=False #该语句解决图像中的“-”负号的乱码问题\n",
    "plt.rcParams[\"figure.figsize\"]=(6.4,4.8) \n",
    "plt.rcParams[\"figure.dpi\"] = 300"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = [1, 2, 3, 4]\n",
    "y = [1, 4, 2, 3]\n",
    "fig, ax = plt.subplots()\n",
    "ax.scatter(x,y)\n",
    "ax.set_xlabel('中文')\n",
    "ax.set_ylabel('entry b')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Rj3wkP/3pT8fu/fu//3ve8pa35LWvfW1Ds84Ue/bsyezZs/OEJzzhUTuJTjnllLznPe/Z72f/3u/9Xvr7+5Mkhx122AHlPBg+8pGP5LTTTsuqVauSJLVaLcccc0yWLVv2qNcdAgDAVKAkAgAApoQbb7wx//7v/77XvY9//OP53d/93QnXnXTSSbnggguye/fuJMno6Gje8573ZNWqVXn2s5/dsLzT2Zo1a3LFFVfk8ssvz6233prrrrsub3jDGx61k+gZz3hGfvu3f3u/v6dQKIx9njVr1n4/52ApFov56U9/mte85jUZHR1NkrS1teWv/uqvsnTp0vzGb/zGIU4IAAD18bo5AABg0tu9e3f+7u/+LtVqdezei1/84px88smPu/YZz3hGvvWtb+11b9u2bXn7298+tkuFx7dp06Z86EMfyvOf//z84R/+YT7/+c9n8eLFqVQq2bBhQ5LGnklUKpUa9uyJVCqVtLW1jV2/6lWvype+9KW9ZtasWZOjjjoqvb29zY4HAAAHREkEAABMakNDQ3nnO9+ZrVu3jt0rlUr5xS9+kSc+8Yn79IwPfvCDefe7373Xvdtvvz3/5//8n4yMjBzUvNPFypUr97q+7777Mnfu3L3+e/iV7du3NytWU3V0dOQtb3lL3vnOd+5VUP7Lv/zLo15XuHjx4rz5zW/Onj17mh0TAAD2m5IIAACYtKrVav7u7/4uN9100173TzjhhLzmNa+p61k///nPH/XqsyuvvDL/+3//7wwMDBxg0qlv27ZtOeuss/KBD3wgRxxxRF75yldOOP/yl788X/ziF7N8+fJ84QtfeMyZf/zHf8xTn/rU/f7T19fXiF91n9xwww35wz/8w1x77bVZsmRJfvCDH4z9rFwu58ILL8wLXvCCvdYsXbo0f/Inf5L777+/2XEBAGC/OJMIAACYlGq1Wj7xiU/kl7/85V733/rWt+ZrX/ta3c97ylOekvPOOy+vf/3rMzQ0NHb/sssuy5ve9KYsXLgwT3/60w8491Ty4IMP5lvf+lZuvvnmPPDAAxPOFovFvOY1r8nb3va2vP3tb89LXvKSx33+wMDAlCvg+vv7c8IJJ+RHP/pRarXa2P0vfOEL+fM///MceeSRSZJnP/vZufTSS/P6178+XV1dY3MPPvhgXv3qV+e73/1uPvShDzU7PgAA1EVJBAAATDqDg4M55phjcsEFF+x1/8gjj8y555673+fT/Mmf/EnOOeecvOtd79rr9WGLFy/OK1/5ylx88cVjJcDBUKlUsmXLloP2vIn8evG1r4444ohcddVV2bx582P+/LDDDsub3vSmvO1tb8tb3/rW/OZv/uaBxpzUrr/++nzkIx/J+vXrH/WzoaGhnHzyyTn//PPH7v3RH/1RLr/88rzpTW/aa9dTT09PPvzhD+eiiy7Kf/zHf+xToQYAAIdCofbrfzUKAADgEOvo6Mjb3va2LF26dK/7z3/+83P77bfniCOOOODv+OlPf5qPf/zjj7p/+OGH55RTTsknPvGJFAqFup/b39+/z+ckNdratWvz8pe//HHnzjzzzLz//e8fu25paclf/uVf5uijj85f/uVf1vX7bNmyZa9XsJ122mkHtJvmSU960lj58vrXv/5Rrx3cX5dcckne9ra3jV2/4x3vyJOf/OTMnz//Medf/OIX52tf+1re+973Pub/Lm699da89a1vfczziGbPnp1PfepTOeGEE/K0pz3toOQHAICDxZlEAADApHHDDTfkj//4jx9VEP32b/92br755oNSECXJxz72sZx88smPuj8wMJBPfvKTecMb3pD77ruv7udWKpWDEe+g2Ncs733ve/OiF70oL3nJS/Ld734327dvz4IFC/Kud71r0hReB1tHR8de1wsWLHjMguipT31qTj311Nx33305+uijxy0OX/Oa12TJkiV58Ytf/KifDQ0N5Zvf/GZe9KIX5ctf/nLa2toOzi8BAAAHgZIIAAA45H5Vzvyv//W/smnTpr1+9tKXvjS33HJLfud3fuegfufnP//5zJs3L+Xyo9/Cfcstt+QP//AP8/d///dpb2/f52dOxZKoXC7n2muvzf33359Pf/rTM+JcpjvuuONxZ972trfl3nvvzd///d9n1qxZjzv/8pe/PKtWrcq73vWux/x5V1dXvv71r+e3fuu38p73vOcxX2kHAADN5nVzAADAIbVw4cJ87nOfy4MPPvionx155JG54oor8tznPrdh33/VVVflXe96V3p7ex/z5094whPy4Q9/OP/0T/+016vUHktHR0ee+cxnjl0/5znPyYIFCw5q3vEcf/zxufPOO8euly1blle96lVN+e5f2bx5c37rt35r7Prwww9PS0vLfj+vq6tr7PP/+//+v7nlllsOKF/yn/8d/c7v/E66u7sf8+fPetaz8sMf/jDvec979vs7fvzjH+czn/nMY54TNWvWrHz/+9/P8ccfv9/PBwCAg+XRf2UOAACgCW677bZ89rOffdSr5X7l6KOPzpw5c3L44Yc3NMeb3/zmrFy5MkcffXRWrlz5qJ/39/fnZz/7Wf76r//6cUuigYGBva5nz56dP/3TPz2oecfz5Cc/ea/rwcHBpnzvrxsZGdnremBg4FH/meyv0dHRg/KcT33qU+MWRG9+85szf/78POtZzzqg7zj++OPz2te+Nh//+Mdz6623jt1vaWnJokWL8uY3v/mAng8AAAeL180BAABNNzg4mM985jOPWRCVSqV85zvfydlnn93wguhXfvd3fze33XZbTjjhhBSLe/9jUrFYzLnnnpv/7//7/x73Of39/Y2KWLeDVc7Uo5HF1MEqiT75yU8+6n9XpVIpp5xySq644ooDLoh+5Q//8A+zZMmSzJ8/P895znOSJD/72c8URAAATCpKIgAAoOkOO+ywXH/99fnLv/zLve6/5CUvyc0335zPfOYzTc80a9asnHLKKbnjjjvyute9buz+V77ylbz97W/fp2fM9JKor69vr+vTTjsttVptv/888YlPHHvWY726bX+88pWvzGmnnTZ2/fSnPz3XXHNNTjjhhBQKhYPyHb9SKBTy/ve/Pw888EDmzp2bY4899qA+HwAADpTXzQEAAIfEE57whFx88cV54xvfmKVLl+Yf//Ef82//9m9N2z00nle+8pW5+eabs3Dhwpx77rn50pe+tM9rX/jCF+aXv/zl2PWvlxyN9tWvfjXt7e1j1694xSua9t2/0siSbLxXxO2P973vfbnlllty3XXX5aqrrspLX/rSg/bsx/Ibv/Eb+eAHP9jQ7wAAgP1RqNVqtUMdAgAAmLn27NmT++67L695zWsOdRQO0BVXXJGjjjpq7Pq0007Lhz70of1+3pOe9KSx3UlPf/rT09HRccAZf2VwcDCdnZ1jr4IDAICZSEkEAAAAAAAwAzmTCAAAAAAAYAZSEgEAAAAAAMxASiIAAAAAAIAZSEkEAAAAAAAwAymJAAAAAAAAZiAlEQAAAAAAwAykJAIAAAAAAJiBlEQAAAAAAAAzkJIIAAAAAABgBlISAQAAAAAAzEBKIgAAAAAAgBlISQQAAAAAADADKYkAAAAAAABmICURAAAAAADADKQkAgAAAAAAmIGURAAAAAAAADNQ+VAHYPrr7OzMzTffPHb9ghe8ILNnzz6EiQAAAAAA4NAbGhrK5s2bx65f//rX56lPfWrTvl9JRMPdfPPNefvb336oYwAAAAAAwKS2cOHCvO1tb2va93ndHAAAAAAAwAykJAIAAAAAAJiBvG6OhnvBC16w1/XChQvzkpe85BClAQAAAACAyeGhhx7a67iWR/779EZTEtFws2fP3uv6JS95SX7v937vEKUBAAAAAIDJ6ZH/Pr3RvG4OAAAAAABgBlISAQAAAAAAzEBKIgAAAAAAgBlISQQAAAAAADADKYkAAAAAAABmICURAAAAAADADKQkAgAAAAAAmIGURAAAAAAAADOQkggAAAAAAGAGUhIBAAAAAADMQEoiAAAAAACAGUhJBAAAAAAAMAMpiQAAAAAAAGYgJREAAAAAAMAMpCQCAAAAAACYgZREAAAAAAAAM5CSCAAAAAAAYAZSEgEAAAAAAMxASiIAAAAAAIAZSEkEAAAAAAAwAymJAAAAAAAAZiAlEQAAAAAAwAykJAIAAAAAAJiBlEQAAAAAAAAzkJIIAAAAAABgBlISAQAAAAAAzEBKIgAAAAAAgBlISQQAAAAAADADKYkAAAAAAABmICURAAAAAADADKQkAgAAAAAAmIGURAAAAAAAADOQkggAAAAAAGAGUhIBAAAAAADMQEoiAAAAAACAGUhJBAAAAAAAMAMpiQAAAAAAAGYgJREAAAAAAMAMpCQCAAAAAACYgZREAAAAAAAAM5CSCAAAAAAAYAZSEgEAAAAAAMxASiIAAAAAAKDpVm/uzN1bOg91jBmtfKgDAAAAAAAAM0OlWst19+3MnMXrs3zDnvzZ7zwj537kTw91rBlLSQQAAAAAADRU//BoLly5JfOWtGZDR//Y/dvWd+SerV35/SOecgjTzVxKIgAAAAAAoCF2dg/mjFs35Jw7NqVrYOQxZ+Yuac333nNkc4ORREkEAAAAAAAcZGu3dWXu4tZceve2jFRqE85esnprTnjzf8tznnJYk9LxK0oiAAAAAADggFWrtdz8QHtOW7w+tz7csc/rKtXkjFs35PNv+W8NTMdjURIBAAAAAAD7bXCkkgV3bs2cxevzcHtf3et/97nJn734GQ1IxuNREgEAAAAAAHXb1TuUM2/bmLNu35iOvuG61tYymr7S4vSUF+anR52a17/kNxuUkokoiQAAAAAAgH324M6ezFncmgV3bc3waLWutdX0pqd8VXrKl6ZS2PdX0tEYSiIAAAAAAGBCtVotSx/qyGmL1+fmB9rrXj9S2JGe8qL0lq5NrTDYgITsDyURAAAAAADwmIZGK7l09fbMWbw+9+/oqXv9YPHe9JQXpr94e1Kob9cRjackAgAAAAAA9rKnbzhn37Ex82/bmPaeobrW1lJJf+nWdJcXZri4rkEJORiURAAAAAAAQJKkdVdf5i1pzS9Xbs7gSL3nDfWnt3RNusuXpFJsa1BCDiYlEQAAAAAAzGC1Wi3LWnfntMWtuf7+nanV6ls/WmhPT+mS9JSvTq3Q35iQNISSCAAAAAAAZqCRSjVXrNmeuUtac/eWrrrXDxUeTHd5QfpLS5NCpQEJaTQlEQAAAAAAzCDdgyM5b9mmnLF0Q7Z1Dda1tpZqBop3pLu8MEPFtUmhQSFpCiURAAAAAADMAJt39+f0pRty/vJN6Ruub+dPNYPpK12X7vIlGS1ua1BCmk1JBAAAAAAA09iqTXsyd3Frrrxne6r1njeU3ekpX5re8lWpFnoaE5BDRkkEAAAAAADTTKVayzVrd+S0xeuzalNn3euHC63pLi9IX+mWpDB68AMyKSiJAAAAAABgmugdGs0vV2zOvKWt2bx7oO71A8UV6S4vyGBxtfOGZgAlEQAAAAAATHHbuwZyxq0bcs4dm9IzWN/On1qG01u6MT3lRRkpbmpQQiYjJREAAAAAAExR92ztypzF63PZ3dszWueBQ5V0pad8eXrKV6Ra6GxMQCY1JREAAAAAAEwh1WotN9zfljlL1uf29bvrXj9S2Jzu8sL0lW5MrTDcgIRMFUoiAAAAAACYAgaGK7lo1ZbMW9Ka9bv66l9fvCvd5YUZLK5MCvXtOmJ6UhIBAAAAAMAk1tYzmDNv25izbt+YPf0jda2tZSR9pVvSXV6YkWJrgxIyVSmJAAAAAABgErp/R3fmLm7Noru2ZbhSrWttJT3pLV+ZnvLlqRQ6GpSQqU5JBAAAAAAAk0StVsstD+7KnMXrs/jBXXWvHylsS3d5UfpK16VWGGpAQqYTJREAAAAAABxiQ6OVLLpzW+YsWZ8HdvbWvX6weE+6ywszUFyWFOrbdcTMpSQCAAAAAIBDZHffcM66fWN+cdvG7Oqtb+dPLZX0l5amu7www8UHGpSQ6UxJBAAAAAAATfZwe2/mLmnNRSu3ZGi0vp0/1fSnp3xVekqXplJsb1BCZgIlEQAAAAAANEGtVstt6zsyd3Frrr+/re71o4Wd6S5fkt7SNakVBhqQkJlGSQQAAAAAAA00PFrN5Wu2Zc7i1qzd1l33+qHCunSXF6S/dKvzhjiolEQAAAAAANAAXf0jOWfZpsy/dUN2dA/WtbaWavqLt6WnvDBDxfuSQoNCMqMpiQAAAAAA4CDa2NGX05duyAUrNqd/uFLX2moG01u6Nj3lRRkt7mhQQvhPSiIAAAAAADhAtVotKzfuyZzFrbn63h2p1epbP5qO9JQvSW/5qlQLfY0JCY+gJAIAAAAAgP00WqnmqrU7Mmdxa+7a3Fn3+uHCw+kuL0hfaUlSGD34AWECSiIAAAAAAKhTz+BIzl++Oacv3ZCtnQN1r+8vLkt3eUGGimucN8QhoyQCAAAAAIB9tLVzIGcsbc15yzanZ6i+nT/VDKWvdEO6y4syWtzSoISw75REAAAAAADwOFZv7sycJa25Ys32VKr1HThUyZ70lC9PT/mKVAvdDUoI9VMSAQAAAADAY6hUa7nuvp2Zu7g1yzbsrnv9cGFjussL01e6KSmMHPR8cKCURAAAAAAA8Gv6h0dz4cotmbekNRs6+uteP1Bcle7ywgwWVzlviElNSQQAAAAAAEl2dg9m/q0bcvYdm9I1UN/On1pG0le6Kd3lhRkpbmxMQDjIlEQAAAAAAMxo927rzpwl63Pp6m0ZqdR73lB3espXpLd8eSqFPQ1KCI2hJAIAAAAAYMapVmu5+YH2zFmyPksf6qh7/Uhh63+dN3RDaoWhBiSExlMSAQAAAAAwYwyOVLLgzq2Zu6Q1D7X11r++uCbd5QUZKC5PCvXtOoLJRkkEAAAAAMC0t6t3KGfetjFn3b4xHX3Dda2tpZL+0uJ0lxdkuPhwgxJC8ymJAAAAAACYth5q68mcxa25+M6tGR6t1rW2mt70lK9OT+nSVIq7GpQQDh0lEQAAAAAA00qtVsutD3fktMXrc9O69rrXjxR2pKe8KL2l61IrDDQgIUwOSiIAAAAAAKaF4dFqLl29LXOWtOa+7d11rx8s3pee8oL0F29PCvXtOoKpSEkEAAAAAMCU1tk/nLPv2JT5t25IW89QXWtrqaS/eFu6ywszXLq/QQlhclISAQAAAAAwJbXu6su8Ja25cOWWDIxU6lpbTX96S9emp3xJRos7G5QQJjclEQAAAAAAU0atVsvyDXty2uL1ue6+nanV6ls/WmhPT+nS9JSvTq3Q15iQMEUoiQAAAAAAmPRGKtVcec+OzFm8Pndv6ap7/VDhwXSXF6S/tDQp1LfrCKYrJREAAAAAAJNW9+BIzl+2Oacvbc22rsG61tZSzUBxWbrLCzJUXJsUGhQSpiglEQAAAAAAk87m3f0549YNOX/55vQOjda1tprB9JWuT3d5UUaL2xqUEKY+JREAAAAAAJPGnZv2ZM7i1lx5z/ZU6z1vKLvTU74sveUrUy30NCYgTCNKIgAAAAAADqlKtZZr792ROYtbs2LjnrrXDxda011emL7SzUmhvl1HMJMpiQAAAAAAOCT6hkbzyxWbM2/phmza3V/3+oHiinSXF2aweJfzhmA/KIkAAAAAAGiq7V0DmX/rxpxzx8Z0D9a386eWkfSWbkhPeVFGipsalBBmBiURAAAAAABNcc/Wrsxd0ppLV2/LaJ0HDlXSlZ7y5ekpX5FqobMxAWGGURIBAAAAANAw1WotN65ry2mL1+f29bvrXj9S2Pxf5w3dmFphuAEJYeZSEgEAAAAAcNANDFdy8Z1bMndJa9a399W/vrg6PeUFGSiuTAr17ToC9o2SCAAAAACAg6a9Zyhn3rYhZ96+MXv6R+paW8to+kq3pLu8MCPF9Q1KCPyKkggAAAAAgAO2bkdP5i5Zn4V3bstwpVrX2kp601u+Mj3ly1IpdDQoIfBISiIAAAAAAPZLrVbL4gd3Zc6S1tzyQHvd60cK29JTviS9petSKww2ICEwESURAAAAAAB1GRqtZNFd2zJ3cWvW7eype/1gcW26ywszULwjKdS36wg4eJREAAAAAADsk919wzn79o2Zf9vG7OodqmttLZX0l5amu7www8UHGpQQqIeSCAAAAACACT3c3pt5S1pz0aotGRypb+dPNf3pLV+d7tIlqRTrfyUd0DhKIgAAAAAAHqVWq+X29bszd8n6XHdfW93rRwtt6S5dkt7yNakV+huQEDhQSiIAAAAAAMaMVKq5/O7tmbNkfe7Z2l33+qHCA+kuL0h/aanzhmCSUxIBAAAAAJCugZGcu2xTzli6ITu6B+taW0s1A8Xb011emKHivUmhQSGBg0pJBAAAAAAwg23q6M+8pa25YMXm9A9X6lpbzWB6S9emp3xJRovbG5QQaBQlEQAAAADADLRy4+7MWdyaq9fuSLVW39rRdKSnfGl6y1elWuhtTECg4ZREAAAAAAAzxGilmqvX7sycJetz56bOutcPF9anu7wgfaXFSWH04AcEmkpJBAAAAAAwzfUOjeb85Ztz+tLWbNkzUPf6/uLy9JQXZLB4t/OGYBpREgEAAAAATFPbOgdyxq0bcu4dm9IzVN/On2qG0le6Id3lRRktbmlQQuBQUhIBAAAAAEwza7Z05bTF63P5mu2p1HngUCV70lO+PD3lK1ItdDcoITAZKIkAAAAAAKaBarWW6+9vy2mL12dZ6+661w8XNqanvDC9pZuSwshBzwdMPkoiAAAAAIAprH94NBet3JJ5SzekdVdf3esHiqvSXV6YweIq5w3BDKMkAgAAAACYgtq6BzP/tg05+45N6eyvb+dPLSPpK92c7vLCjBQ3NCYgMOkpiQAAAAAAppD7tndnzuLWXLJ6a0Yq9Z431J3e8hXpKV+eSmFPgxICU4WSCAAAAABgkqvVarn5gfbMWdyaJQ/tqnv9SGFrussL01e6IbXCUAMSAlORkggAAAAAYJIaHKlk0V1bM2dxax5s661/fXFNussLMlBcnhTq23UETH9KIgAAAACASaajdyhn3r4xZ962MR19w3WtraWS/tLidJcXZrj4UIMSAtOBkggAAAAAYJJ4qK0nc5dsyMWrtmRotFrX2mr60lO+Kj2lS1Mp1v9KOmDmURIBAAAAABxCtVottz3ckdMWr8+N69rrXj9a2JHu8iXpLV2bWmGgAQmB6UpJBAAAAABwCAyPVnPZ3dsyZ3Fr7t3eXff6ocL96Z61IP3F25JCfbuOABIlEQAAAABAU3X2D+ecZZsy/9YN2dk9VNfaWirpL96e7vKCDJfub1BCYKZQEgEAAAAANMGGXX2Zt7Q1v1yxJQMjlbrWVjOQ3tI16SlfktHizgYlBGYaJREAAAAAQIPUarWs2LgncxavzzX37kytVt/60exKT/mS9JSvTq3Q15iQwIylJAIAAAAAOMhGK9Vcec+OzFm8Pqu3dNW9fqjwULrLC9JfWpIU6tt1BLCvlEQAAAAAAAdJ9+BILli+Oacv3ZCtnQN1r+8v3pHu8oIMFe9JCg0ICPBrlEQAAAAAAAdoy57+nLF0Q85bvjm9Q6N1ra1mMH2lG9JdXpTR4tYGJQR4NCURAAAAAMB+umtzZ05bvD5X3bMjlWp9Bw5Vsic95cvSU74y1UJ3gxICjE9JBAAAAABQh0q1lmvv3Zm5S9Zn+YY9da8fLmxId3lh+ko3JYX6dh0BHExKIgAAAACAfdA3NJoLV27JvKWt2djRX/f6geLKdJcXZLB4l/OGgElBSQQAAAAAMIEdXYOZf9uGnHPHpnQNjNS1tpaR9JVuTHd5UUaKGxuUEGD/KIkAAAAAAB7D2m1dmbu4NZes3pbRus8b6kpP+Yr0lC9PtdDZmIAAB0hJBAAAAADwX6rVWm56oC1zFrfm1oc76l4/Utic7vKi9JVuSK0w3ICEAAePkggAAAAAmPEGRyq5eNXWzF2yPg+399W/vrg63eWFGSiuSAr17ToCOFSURAAAAADAjNXeM5Qzb9+Ys27fmN199e38qWU0faVb0l1emJHi+gYlBGgcJREAAAAAMOM8sLMncxe3ZsFdWzM8Wq1rbSW96S1fmZ7yZakU6n8lHcBkoSQCAAAAAGaEWq2WJQ/typzFrbn5gfa6148UtqenvCi9petSKww2ICFAcymJAAAAAIBpbWi0kkvu2pa5S1pz/46eutcPFtf+13lDdySF+nYdAUxmSiIAAAAAYFra0zecs+/YmPm3bUx7z1Bda2uppL+0NN3lhRkuPtCghACHlpIIAAAAAJhW1rf3Zt7S1ly4cksGR+rb+VNNf3pL16S7fEkqxbYGJQSYHJREAAAAAMCUV6vVckfr7sxZ3Jrr79+ZWq2+9aOFtnSXLk1v+erUCv2NCQkwySiJAAAAAIApa6RSzRVrtmfO4tas2dpV9/qhwgPpLi9Mf2lpUqg0ICHA5KUkAgAAAACmnK6BkZy3bFPOuHVDtncN1rW2lmoGineku7wwQ8W1SaFBIQEmOSURAAAAADBlbN7dn3lLW3PB8s3pG65v5081g+ktXZee8iUZLW5rUEKAqUNJBAAAAABMeis37sncJetz1T07Uq33vKF0pKd8WXrLV6Za6G1MQIApSEkEAAAAAExKlWotV6/dkTmL12fVps661w8XWtNdXpC+0i1JYfTgBwSY4pREAAAAAMCk0js0mguWb87pt7Zm8+6Butf3F5enp7wwg8XVzhsCmICSCAAAAACYFLZ3DeSMpRtyzrJN6Rmsb+dPLcPpLd2QnvKijBQ3NyghwPSiJAIAAAAADql7tnbltMXrc/nd2zNa54FDlXSmp3x5espXpFroalBCgOlJSQQAAAAANF21Wsv197dlzuL1uaN1d93rhwub0lNemN7SjUlhpAEJAaY/JREAAAAA0DQDw5VcuGpL5i1pTeuuvvrXF+9Md3lhBourkkJ9u44A2JuSCAAAAABouLaewfzi1o05646N6eyvb+dPLSPpK92c7vKijBRbG5QQYOZREgEAAAAADXP/ju7MWdyaS+7aluFKta61lfSkt3xFesqXp1Ko/5V0AExMSQQAAAAAHFS1Wi23PLgrcxavz+IHd9W9fqSwLd3lhekrXZ9aYagBCQFIlEQAAAAAwEEyOFLJoru2Zu6S1jyws7f+9cV70l1ekIHi8qRQ364jAOqnJAIAAAAADkhH71DOun1Tzrx9Q3b1Dte1tpZK+kuL011elOHigw1KCMBjURIBAAAAAPvlobbezF3SmotXbcnQaH07f6rpS0/5qvSULkul2N6ghABMREkEAAAAAOyzWq2W29Z3ZM7i1txwf1vd60cLO9NdXpTe0rWpFQYakBCAfaUkAgAAAAAe1/BoNZev2ZY5i1uzdlt33euHCvene9aC9Bdvc94QwCShJAIAAAAAxtXVP5Jzlm3KGbe2Zmf3UF1ra6mmv3hbesoLMlS6v0EJAdhfSiIAAAAA4FE2dvTl9KUbcsGKzekfrtS1tpqB9JauTU/5kowWdzQoIQAHSkkEAAAAACT5z/OGVm7ck9MWr8819+5MrVbf+tHsSk/50vSWr0q10NeYkAAcNEoiAAAAAJjhRivVXLV2R05b3JrVmzvrXj9UeCg95YXpKy1JCqMHPyAADaEkAgAAAIAZqmdwJOcv35zTl27I1s6Butf3F+9Id3lhhoprkkIDAgLQUEoiAAAAAJhhtnYO5IylrTlv2eb0DNW386eaofSVbkh3eWFGi1sblBCAZlASAQAAAMAMsXpzZ+Ysac0Va7anUq3vwKFK9qSnfFl6ylemWuhuUEIAmklJBAAAAADTWKVay3X37cycxeuzfMOeutcPFzaku7wwfaWbk8JIAxICcKgoiQAAAABgGuofHs2FK7dk3pLWbOjor3v9QHFVussLMli803lDANOUkggAAAAAppGd3YOZf+uGnH3HpnQN1Lfzp5aR9JVuSnd5YUaKGxsTEIBJQ0kEAAAAANPAvdu6M2fJ+ly6eltGKvWeN9SVnvKV6SlflmqhszEBAZh0lEQAAAAAMEVVq7Xc/EB75ixZn6UPddS9fqSw5b/OG7oxtcJQAxICMJkpiQAAAABgihkcqWTBnVszd0lrHmrrrX998e50lxdkoLgiKdS36wiA6UNJBAAAAABTxK7eoZx528acdfvGdPQN17W2ltH0lRanp7www8WHG5QQgKlESQQAAAAAk9yDO3syd0lrLr5za4ZHq3WtraY3PeWr0lO+NJVC/a+kA2D6UhIBAAAAwCRUq9Wy9KGOzFmyPjeta697/UhhR3rKi9Jbuja1wmADEgIw1SmJAAAAAGASGRqt5NLV2zNn8frcv6On7vWDxXv/67yhO5JCfbuOAJhZlEQAAAAAMAl09g/n7Ds2Zf6tG9LWM1TX2loq6S/dmu7ywgwX1zUoIQDTjZIIAAAAAA6h1l19mbekNReu3JKBkUpda6vpT2/pmnSXL0ml2NaghABMV0oiAAAAAGiyWq2WZa27M2dJa667b2dqtfrWjxba01O6JD3lq1Mr9DcmJADTnpIIAAAAAJpkpFLNFWu2Z+6S1ty9pavu9UOFB9NdXpD+0tKkUN+uIwB4JCURAAAAADRY9+BIzlu2KWcs3ZBtXYN1ra2lmoHiHekuL8xQcW1SaFBIAGYcJREAAAAANMjm3f05femGnL98U/qG6z1vaDB9pevSXb4ko8VtDUoIwEymJAIAAACAg2zVpj2Zu7g1V96zPdV6zxvK7vSUL01v+apUCz2NCQgAURIBAAAAwEFRqdZyzdodmbOkNSs37ql7/XChNd3lBekr3ZIURhuQEAD2piQCAAAAgAPQNzSaC1Zszrylrdm8e6Du9QPFFekuL8hgcbXzhgBoKiURAAAAAOyH7V0DOePWDTnnjk3pGaxv508tw+kt3Zie8sKMFDc3KCEATExJBAAAAAB1uGdrV+YsXp/L7t6e0ToPHKqkKz3ly9NTviLVQmdjAgLAPlISAQAAAMDjqFZrueH+tsxZsj63r99d9/qRwuZ0lxemr3RjaoXhBiQEgPopiQAAAABgHAPDlVy0akvmLWnN+l199a8v3pXu8sIMFlcmhfp2HQFAoymJAAAAAOAR2noGc+ZtG3PW7Ruzp3+krrW1jKSvdEu6ywszUmxtUEIAOHBKIgAAAAD4L+t29GTO4vVZdNe2DFeqda2tpCe95SvTU74slUL9r6QDgGZTEgEAAAAwo9VqtSx+cFdOW7w+ix/cVff6kcK2dJcXpa90XWqFoQYkBIDGUBIBAAAAMCMNjVay6K5tmbu4Net29tS9frB4T7rLCzNQXJYU6tt1BACTgZIIAAAAgBlld99wzr59Y+bftjG7euvb+VNLJf2lJekuL8pw8YEGJQSA5lASAQAAADAjPNzem7lLWnPRyi0ZGq1v5081fekpX52e0qWpFNsblBAAmktJBAAAAMC0VavVcvv63ZmzeH2uv7+t7vWjhZ3pLl+S3tI1qRUGGpAQAA4dJREAAAAA085IpZrL796eOUvW556t3XWvHyqsS3d5QfpLtzpvCIBpS0kEAAAAwLTR1T+Sc5dvyhlLN2RH92Bda2uppr94W3rKCzNUvC8pNCgkAEwSSiIAAAAAprxNHf2Zt7Q1F6zYnP7hSl1rqxlIb+na9JQvyWhxR4MSAsDkoyQCAAAAYMpauXF3TrulNdfcuyPVWn1rR9ORnvIl6S1flWqhrzEBAWASUxIBAAAAMKWMVqq5eu3OzFmyPndu6qx7/XDh4XSXF6SvtCQpjB78gAAwRSiJAAAAAJgSegZHcsGKLTl9aWu27Bmoe31/cVm6ywsyVFzjvCEAiJIIAAAAgElua+dAzljamvOWbU7PUH07f6oZSl/phnSXF2W0uKVBCQFgalISAQAAADAp3b2lM3MWt+byNdtTqfPAoUr2pKd8eXrKV6Ra6G5QQgCY2pREAAAAAEwalWot19+3M3MWt2bZht11rx8ubEx3eWH6SjclhZGDng8AphMlEQAAAACHXP/waC5auSVzl7RmQ0d/3esHiqvSXV6YweIq5w0BwD5SEgEAAABwyLR1D2b+bRty9h2b0tlf386fWkbSV7op3eWFGSlubExAAJjGlEQAAAAANN2927ozd0lrLlm9NSOVes8b6k5P+Yr0lC9LtdDZmIAAMAMoiQAAAABoimq1lpsfbM/cxa1Z8tCuutePFLaku7wofaUbUisMNSAhAMwsSiIAAAAAGmpwpJKFd27NnCWteaitt/71xTXpLi/IQHF5Uqhv1xEAMD4lEQAAAAANsat3KGfdvjFn3rYxHX3Dda2tZTT9pSXpLi/IcPHhBiUEgJlNSQQAAADAQfVQW0/mLmnNRau2Zni0WtfaanrTU74qPaXLUinW/0o6AGDfKYkAAAAAOGC1Wi23PtyROYvX58Z17XWvHynsSE95UXpL16VWGGhAQgDgkZREAAAAAOy34dFqLl29LXOWtOa+7d11rx8s3pee8oL0F29PCvXtOgIADoySCAAAAIC6dfYP5+w7NmX+rRvS1jNU19paKukv3pbu8sIMl+5vUEIA4PEoiQAAAADYZxt29WXe0tb8csWWDIxU6lpbTX96S9emp3xJRos7G5QQANhXSiIAAAAAJlSr1bJ8w57MWbw+1963M7VafetHC+3pKV2anvLVqRX6GhMSAKibkggAAACAxzRaqeaKe3Zk7uL1Wb2lq+71Q4UH011ekP7S0qRQ364jAKDxlEQAAAAA7KV7cCTnL9ucM27dkK2dA3WtraWageKydJcXZKi4Nik0KCQAcMCURAAAAAAkSbbs6c/pSzfk/OWb0zs0WtfaagbTV7o+3eVFGS1ua1BCAOBgUhIBAAAAzHB3be7MaYvX58o121Ot97yh7E5P+bL0lq9MtdDTmIAAQEMoiQAAAABmoEq1lmvv3ZE5i1uzYuOeutcPF1rTXV6YvtLNSaG+XUcAwOSgJAIAAACYQfqGRvPLFZszb+mGbNrdX/f6geKKdJcXZLC42nlDADDFKYkAAAAAZoAdXYM549YNOeeOjekerG/nTy3D6S3dmJ7yoowUNzUoIQDQbEoiAAAAgGnsnq1dmbukNZeu3pbROg8cqqQrPeXL01O+ItVCZ2MCAgCHjJIIAAAAYJqpVmu5cV1b5ixuzW3rO+peP1LY/F/nDd2YWmG4AQkBgMlASXQIdXZ25uUvf3m2b9+eJHn1q1+d2267LcVicZ/WP/jggzn11FNz3XXXZePGjSkUCnnZy16W9773vfmHf/iHzJ49u5HxAQAAgElmcKSSi1ZtydwlrVnf3lf3+oHi6vSUF2SguDIp1LfrCACYepREh9BnP/vZsYKoXC7n5z//+T4XRN/+9rfzxS9+MSMjI3vdX7lyZVauXJnTTjstl19+eV784hcf9NwAAADA5NLeM5Qzb9uQs+7YlN199e38qWU0faVb0l1ekJFia4MSAgCTkZLoELnpppsyd+7csetPf/rT+aM/+qN9Wvud73wnn/3sZyecWbduXV73utdl2bJlOeKIIw4oKwAAADA5PbCzJ3MWr8/CO7dluFKta20lvektX5me8mWpFOp/JR0AMPXt27YVDqrBwcF85CMfSa32n9u2f/u3fztf+cpX9mntRRddtFdBVCqVcsIJJ+T+++9PR0dHLrvssrzsZS9Lkmzbti1/+7d/O/Y9AAAAwNRXq9Wy+MH2vH/esvzF927JBSu21FUQjRS2Zfesn2brYcemc9Z8BREAzGB2Eh0CX/3qV/Pggw+OXf/4xz/OE57whMddNzg4mE9/+tNjpU+5XM7ChQtz1FFHjc0cddRR+dM//dMceeSR2bJlS2666aZccMEFec973nPwfxEAAACgaYZGK1l017bMXdyadTt76l4/WFyb7vLCDBTvSAr17ToCAKYnJVGT3XXXXfn2t789dv3ud787b3nLW/Zp7amnnprNmzePXX/pS1/aqyD6lWc84xn59re/nb/5m79JknzjG99QEgEAAMAUtadvOGfdvjHzb9uYXb1Dda2tpZL+0tJ0lxdmuPhAgxICAFOVkqiJKpVKPvShD2V0dDRJ8pSnPCU/+MEP9nn9j370o7HPz3zmM/P5z39+3Nl3vvOded7znpdt27ZlzZo1ueuuu3LkkUfud3YAAACguda392buktZctGpLBkfq2/lTTX96y1enu3RJKsX2BiUEAKY6JVETfe9738vKlSvHrk855ZQ85znP2ae1a9asyYYNG8aujz766Bx22GHjzpfL5XzgAx/IN77xjSTJ1VdfrSQCAACASa5Wq+WO1t2Zs3h9rr+/LfUeMzxaaEt36ZL0lq9OrTDQmJAAwLShJGqS9evX58QTTxy7/rM/+7N89KMf3ef1y5cv3+v6sV4z90h/+qd/Ovb51ltv3efvAgAAAJprpFLNFWu257TF63PP1u661w8VHkh3eUH6S0udNwQA7DMlUZN89KMfTX9/f5Jk1qxZ+fnPf55CobDP69etWzf2uVQq5TWvec3jrvn1nUP33nvvvocFAAAAmqJrYCTnLduUM27dkO1dg3WtraWageLt6S4vzFDx3mTf/zUDAEASJVFT/OIXv8h11103dv3ud78769aty8UXX5yenp7MmjUr/+2//bccddRRecYznvGYz9i6devY5xe+8IV50pOe9Ljf+/znPz8tLS0ZHh7Ohg0bUqlUUiqVDvwXAgAAAA7I5t39mbukNRes2Jz+4Upda6sZTG/p2vSUF2W0uKNBCQGAmUBJ1GC9vb054YQT9rp39tln5+yzz37U7GGHHZbjjz8+X//61/OEJzxhr5/t2bNn7PNLX/rSff7+pz3tadm5c2dGR0ezc+fOPO95z6vzNwAAAAAOll29Q/n6Zffm0tXbUq33vKF0pKd8aXrLV6Va6G1MQABgRlESNdjJJ5+cHTv27W/1DA4O5rvf/W6uvPLKXH755XnRi1409rOhoaGxz8997nP3+ft/VRIlyfbt2w+4JGpra0t7e3tdax566KED+k4AAACYDh5u78375y7L1s6ButYNF9anu7wgfaXFSWG0QekAgJlISdRAbW1t+f73v7/XvcMPPzwf+chH8uY3vzlHHHFEent7s2LFisydOzerV69Oktx33335n//zf2bZsmV55jOfmSSpVv/voZPjvZLusfz6jqTOzs79/2X+y49//ON89atfPeDnAAAAwEyycuOeHDd/eTr7R/Z5TX9xWXrKCzNYvNt5QwBAQyiJGug73/lO+vv7x66f+9zn5rrrrsvLX/7yveb+7M/+LP/wD/+QU045JV/84heTJK2trfnCF76Q0047LUn2Okvoka+im8isWbPGPnd3d+/X7wEAAADsv2vv3ZlPnLsqgyPVx52tZih9pRvSXV6U0eKWJqQDAGay4qEOMJ2de+65e13PnTv3UQXRrxQKhXzhC1/IcccdN3bvnHPOGSuZZs+evV8Zfr0k+vVX1gEAAACNd+6yTfnomSsetyCqZE86y2dl62EfyO6WHymIAICmsJOoQe67775s3rx57PpP/uRP8pa3vOVx151wwgmZO3dukqS/vz9XXnll3vnOd+ZJT3rS2Ew9Zc/IyP/dxj46euDvLT7++OPzrne9q641Dz30UN7+9rcf8HcDAADAVFGr1fL96x7MD65/cMK5kcKWdJcvSm/ppqSw76+iAwA4GJREDfLrBVGSvO9979undS996Uvz3Oc+N9u3b0+S3H///UmSpz/96WMzu3bt2uccHR0dY58LhQN/gfGznvWsPOtZzzrg5wAAAMB0NVqp5l8W3pPzlm+ecG6guCLtLaekVhhsUjIAgL153VyD/Ho5kySve93r9nnt8573vLHP27ZtS5I85znPGbu3Zcu+bznfvXv32Od6zjICAAAA6jcwXMlHz1z5uAVRb+m6tLV8XUEEABxSdhI1yBOf+MS9rl/84hfv89qWlpaxz6VS6VHr77nnnn16Tnd3dzo7O8eun/KUp+xzBgAAAKA+u/uGc9z85blzU+eEc13l89NZPjM58Bd+AAAcEDuJGuTZz372XteHHXbYPq/99d0/z3zmM5Mkf/zHfzx2b9u2bdm0adPjPuf2229Ptfp/D8b8rd/6rX3OAAAAAOy7zbv7839+cuuEBVEt1XTM+kk6ZymIAIDJQUnUIC996UtTLP7f/3h37NixT+v6+/vz8MMP7/WcJPnv//2/57nPfe7Y/SuvvPJxn7V06dKxz7Nnz84LX/jCfcoAAAAA7Lt7tnblf//k1qzf1TfuTC3DaW85Ob3ly5uYDABgYkqiBnn605+eI488cuz6+uuv36d1V199dUZHR8euX//61499fuMb3zj2ee7cuY/7rEsvvXTs8ytf+crMmjVrnzIAAAAA+2bJg7vyNz+/Pe09Q+POVNKbnS3/moHSbU1MBgDw+JREDfQXf/EXY5+//e1vZ3h4eML5kZGRnHTSSWPXf/AHf5DnPe95Y9fHHnvs2Ofly5fn8svH/9tHN910U+68886x6ze96U31RAcAAAAex6K7tuYDZyxL79DouDOjhfbsnP25DJXWNjEZAMC+URI10HHHHTf2yrl77rknH/rQh/baJfTrhoeH84EPfCCrVq0au/eJT3xir5k///M/z8te9rKx649+9KOPeTbR7t2787GPfWzsulAo5G//9m8P6HcBAAAA/lOtVsvPb3k4nzzvroxUauPODRc2ZMfsf85I8fHPFQYAOBSURA30kpe8JJ/5zGfGrs8888y86lWvytlnn53Nmzenp6cnra2tmTt3bv7oj/4oZ5999tjsK1/5ynzwgx981DO//OUvj33eunVrXvva1+byyy9PtVpNkixZsiSve93rsm7durG5v/3bv82LXvSiRvyKAAAAMKNUq7V8/bL78m9X3D/h3GBxTXbMPiGVQkeTkgEA1K98qANMdyeffHIefvjhLFiwIEly1113Pe6unmc961k5//zzUyqVHvWzo48+OpdeemnOO++8JMnmzZvz1re+NU996lNTKpXS0bH3//l89rOfnVNOOeUg/TYAAAAwcw2NVvJPF6zOZXdvn3Cur7Q4u2Z9NymMNCkZAMD+sZOowcrlci688MJ885vfzG/8xm887vxLX/rS3HDDDfmd3/mdcWfmz5+f973vfXvd6+zsfFRB9IxnPCOLFi3a61wjAAAAoH7dgyM5Zt6yxy2IukuXZNesf1cQAQBTgpKoCYrFYj73uc9lw4YN+dGPfpS/+qu/ygtf+MIcfvjhmTVrVp71rGfljW98Y37yk59k9erV+b3f+70Jn9fS0pKzzjorZ511Vo444ojHnHnLW96SZcuW5U/+5E8a8SsBAADAjLGjazDv/ultuX397gnn9pRPz55ZP08K459TBAAwmXjdXBM9/elPz/HHH5/jjz/+oDzvfe97X97znvfkqquuyh133JHu7u4cccQRectb3pI/+IM/OCjfAQAAADPZQ209OWbe8mztHBh3ppbRdMz6QfrKNzYxGQDAgVMSTXHlcjlvfetb89a3vvVQRwEAAIBpZcWG3Tlu/op0DYz/6rhq+tPecnIGS3c2MRkAwMGhJAIAAAB4hKvX7sg/nntnhkar485Usidts7+S4eLDTUwGAHDwKIkAAAAAfs1Zt2/Mlxfdk+oERwuNFLalreVfM1rc2bxgAAAHmZIIAAAAIEmtVst3r30g/3HDQxPODRXWpW32V1MtdDcpGQBAYyiJAAAAgBlvpFLNlxasyQUrtkw4119cnl0tp6RWGGpSMgCAxlESAQAAADNa//Bo/v7sVblxXfuEc72la9Ix69SkMP45RQAAU4mSCAAAAJixOnqH8sH5K7J6c+eEc53l89JVPispNCcXAEAzKIkAAACAGWlTR3+OOX1ZWnf1jTtTSyW7Z/00veUrm5gMAKA5lEQAAADAjLNmS1c+cMay7OodHnemmqHsavlWBkq3NzEZAEDzKIkAAACAGeWWB9rz8bNWpm+4Mu5MJT1pb/lahkr3NTEZAEBzKYkAAACAGWPBnVvy2V/endFqbdyZ0UJbdrZ8OaPFLU1MBgDQfEoiAAAAYNqr1Wr52S3rc8qV9084N1xoTdvsE1Mp7G5SMgCAQ0dJBAAAAExrlWotX7/s3pxx64YJ5waLd6et5aTUCv3NCQYAcIgpiQAAAIBpa3Ckks9ccFeuWLNjwrm+0i3ZNeu7SWG0SckAAA49JREAAAAwLXUNjOQjv1iRO1onfnVcd2lh9syamxTGP6cIAGA6UhIBAAAA0872roEcO2951u3smXBud3luemYtaFIqAIDJRUkEAAAATCsP7OzJMfOWZXvX4LgztYykY9YP0le+qXnBAAAmGSURAAAAMG0s37A7x52xPN2D458tVE1/2lu+kcHS6iYmAwCYfJREAAAAwLRw1T3b84/n3ZXh0eq4M6PZnbbZJ2ak2NrEZAAAk5OSCAAAAJjyfnHbhpx4ydrUauPPjBS2pK3lxIwWdzYvGADAJKYkAgAAAKasWq2Wb1+zLj+68eEJ54YK96dt9tdSLXQ3KRkAwOSnJAIAAACmpJFKNZ+/aE0uWrVlwrn+4rLsavlmaoWhJiUDAJgalEQAAADAlNM3NJrjz16Vmx9on3Cup3R1ds/6UVIY/5wiAICZSkkEAAAATCm7eofywTOW5+4tXRPOdZbPSVf5nKTQpGAAAFOMkggAAACYMjZ29OX985ZlY0f/uDO1VLJ71o/TW766ickAAKYeJREAAAAwJdy9pTMfOH15OvqGx52pZjC7Wv49A6VlTUwGADA1KYkAAACASe+mdW05/uxV6R+ujDtTSXfaWr6W4dL9TUwGADB1KYkAAACASe3ClVvy+Yvuzmi1Nu7MaGFndrZ8OaPFrU1MBgAwtSmJAAAAgEmpVqvlxzc9nG9dvW7CueHC+rTNPjGVwp4mJQMAmB6URAAAAMCkU6nW8pVL1ubM2zdOODdQvCvtLd9IrTDQpGQAANOHkggAAACYVAZHKvnUeXflqrU7JpzrK92UXbO+nxRGm5ILAGC6URIBAAAAk0ZX/0g+/IsVWbZh98Rz5YvTWT49KYx/ThEAABNTEgEAAACTwrbOgRwzb1kebOudcG73rNPSU17UpFQAANOXkggAAAA45Nbt6Mkx85ZlR/fguDO1jGTXrO+lv3xLE5MBAExfSiIAAADgkLp9fUc+/IsV6Rkc/2yhavrS3vKNDJbubmIyAIDpTUkEAAAAHDJXrNmeT513V4Yr1XFnRtORttlfyUixtYnJAACmPyURAAAAcEicsbQ1X73s3tRq48+MFDZnZ8uXUym2Ny8YAMAMoSQCAAAAmqpWq+WbV63LT29+eMK5weJ9aW/5WqqFniYlAwCYWZREAAAAQNMMj1bz+YvuzsV3bp1wrr94e3a1fCu1wlCTkgEAzDxKIgAAAKApeodG8/GzVmbxg7smnOspXZnds36SFMY/pwgAgAOnJAIAAAAarr1nKB84Y1nu2do94Vxn+ax0lc9LCk0KBgAwgymJAAAAgIZq3dWXY+Yty6bd/ePO1FLJ7lmnprd8bROTAQDMbEoiAAAAoGHu2tyZD56xPLv7hsedqWYwu1pOyUBpRROTAQCgJAIAAAAa4sb723L82asyMFIZd6aSrrTN/mqGiw80MRkAAImSCAAAAGiAC1ZszhcuXpNKtTbuzEhhR9pavpzR4rYmJgMA4FeURAAAAMBBU6vVcuoND+U71068M2io8FDaZn8l1UJnc4IBAPAoSiIAAADgoKhUa/nyonty9h2bJpwbKK5Ke8vJqRUGmpQMAIDHoiQCAAAADtjgSCX/eO6duebenRPO9ZZuTMesHySF0SYlAwBgPEoiAAAA4IB09g/nQ/NXZMXGPRPOdZUvTGd5flIY/5wiAACaR0kEAAAA7LetnQM5Zt6yPNTWO+5MLdXsmXVaesqXNjEZAACPR0kEAAAA7Jf7tnfn2NOXZWf30LgztYxk16zvpL+8pInJAADYF0oiAAAAoG63PdyRj/xiRXqGxj9bqJretLV8I0OlNU1MBgDAvlISAQAAAHW5dPW2/NMFqzNcqY47M5qOtM3+ckaKG5uYDACAeiiJAAAAgH02d0lrvn7ZvRPODBc2pa3lxFSK7U1KBQDA/lASAQAAAI+rWq3llKvuz89vWT/h3GBxbdpbvp5qobdJyQAA2F9KIgAAAGBCw6PVfO7C1Vl417YJ5/qLt2ZXy7dTKww3KRkAAAdCSQQAAACMq2dwJB8/a1WWPLRr4rnSZdk96+dJYfxzigAAmFyURAAAAMBjausZzLHzlufe7d0Tzu0p/yLd5QuSQpOCAQBwUCiJAAAAgEdZ396b989bli17BsadqaWSjlk/TF/5+iYmAwDgYFESAQAAAHtZtWlPjjtjefb0j4w7U81g2ltOzmBpZROTAQBwMCmJAAAAgDHX37czf3/OqgyOjH+2UCWdaZv91QwXH2xiMgAADjYlEQAAAJAkOW/ZpnxxwZpUa+PPjBS2p63lyxktbm9eMAAAGkJJBAAAADNcrVbLD69/KN+77oEJ54YKD6Zt9ldTLXQ2JxgAAA2lJAIAAIAZbLRSzb8uuifnLts84dxAcWXaW05OrTDYpGQAADSakggAAABmqIHhSj5x7p257r6dE871lq5Px6wfJoVKk5IBANAMSiIAAACYgfb0Dee4+cuzalPnhHNd5QvSWf5FUmhOLgAAmkdJBAAAADPM5t39Oeb0ZVnf3jfuTC3V7Jn18/SUL2tiMgAAmklJBAAAADPI2m1dOfb05WnvGRp3ppbh7Gr5TvpLS5uYDACAZlMSAQAAwAxx60O78pEzV6Z3aHTcmUp6097y9QyV1jYxGQAAh4KSCAAAAGaARXdtzT//cnVGKrVxZ0YL7WlrOTEjxU1NTAYAwKGiJAIAAIBp7rRb1ucbV9w34cxwYWPaWk5MpbirSakAADjUlEQAAAAwTVWrtfzbFfdlzpLWCecGi/ekveXrqRb6mpQMAIDJQEkEAAAA09DQaCWf/eXduWT1tgnn+opLs6vl20lhpEnJAACYLJREAAAAMM10D47kY2euzK0Pd0w8V7o0e2adlhSqTUoGAMBkoiQCAACAaWRn92COmbcs9+/omXBuT/mMdJcvTApNCgYAwKSjJAIAAIBp4qG23hwzb1m2dg6MO1PLaDpm/TB95RuamAwAgMlISQQAAADTwMqNu3Pc/BXp7B//bKFqBtLecnIGS6uamAwAgMlKSQQAAABT3LX37sw/nLMqQ6Pjny1UyZ60zf5qhosPNTEZAACTmZIIAAAAprBz7tiUf1m4JtXa+DMjhW1pa/lyRos7mhcMAIBJT0kEAAAAU1CtVsv3rnswP7z+wQnnhgoPpG32V1MtdDUpGQAAU4WSCAAAAKaY0Uo1X1pwT85fsXnCuYHiirS3nJJaYbBJyQAAmEqURAAAADCF9A+P5h/OuTM33N824Vxv6dp0zDo1KVSalAwAgKlGSQQAAABTxO6+4XzwjOW5a3PnhHNd5fPSWT4rKTQnFwAAU5OSCAAAAKaAzbv78/55y9K6q2/cmVqq2T3rJ+ktX9nEZAAATFVKIgAAAJjk7tnalWNPX55dvUPjztQynPaWb2WgdFsTkwEAMJUpiQAAAGASW/xgez525sr0DY9/tlAlPWlv+XqGSvc2MRkAAFOdkggAAAAmqYV3bs0//3J1Rqu1cWdGC21pazkxI8XNTUwGAMB0oCQCAACASaZWq+Xnt6zPyVfeP+HccKE1bbO/kkqho0nJAACYTpREAAAAMIlUq7V8/fJ7c/rSDRPODRbXpK3lpNQKfc0JBgDAtKMkAgAAgEliaLSSz1ywOpffvX3Cub7S4uya9d2kMNKkZAAATEdKIgAAAJgEugZG8tEzV+T29bsnnOsuLcqeWXOSwvjnFAEAwL5QEgEAAMAhtqNrMMeeviz37+iZcG5PeV66yxcnhSYFAwBgWlMSAQAAwCH0UFtP3j93WbZ1DY47U8toOmZ9P33lm5oXDACAaU9JBAAAAIfI8g2786H5K9I1MP7ZQtX0p73l3zJYuqt5wQAAmBGURAAAAHAIXHXPjnzyvDszNFodd6aSPWmb/ZUMFx9uYjIAAGYKJREAAAA02Zm3b8yJi+5JtTb+zEhha9pavpzR4s7mBQMAYEZREgEAAECT1Gq1fOeaB3LqjQ9NODdUWJe22V9NtdDdpGQAAMxESiIAAABogpFKNV+8eE1+uXLLhHP9xWXZ1fLN1ApDTUoGAMBMpSQCAACABusfHs3xZ6/KTevaJ5zrLV2TjlmnJoXxzykCAICDRUkEAAAADdTRO5QPnrE8q7d0TTjXWT4nXeVzkkKTggEAMOMpiQAAAKBBNnb05Zh5y7Kho3/cmVoq2T3rJ+ktX9XEZAAAoCQCAACAhlizpSsfOGNZdvUOjztTzVB2tfx7Bkp3NDEZAAD8JyURAAAAHGQ3P9Cej5+1Mv3DlXFnKulOe8vXMlS6v4nJAADg/1ISAQAAwEF08aot+dyFd2e0Wht3ZrTQlp0tX85ocUsTkwEAwN6URAAAAHAQ1Gq1/PTm9fnmVRPvDBoutKZt9ompFHY3KRkAADw2JREAAAAcoEq1lq9dujbzb9s44dxgcXXaWr6RWqG/SckAAGB8SiIAAAA4AIMjlXzmgrtyxZodE871lW7OrlnfSwqjTUoGAAATUxIBAADAfurqH8mHz1yRZa0Tvzquu7wge8rzksL45xQBAECzKYkAAABgP2zvGsgx85blgZ29E87tLs9Nz6wFTUoFAAD7TkkEAAAAdXpgZ0+Ombcs27sGx52pZSS7Zn0v/eVbmpgMAAD2nZIIAAAA6rCsdXc+NH95ugfHP1uomv60t3wjg6XVTUwGAAD1URIBAADAPrpyzfZ88vy7MjxaHXdmNLvTNvvEjBRbm5gMAADqpyQCAACAfTD/1g35yqVrU6uNPzNS2JydLSemUmxrXjAAANhPSiIAAACYQK1Wy7euXpcf3/TwhHNDhfvTNvtrqRa6m5QMAAAOjJIIAAAAxjFSqeaEi+7Oxau2TjjXX7wju1r+PbXCUJOSAQDAgVMSAQAAwGPoGxrNx89elVseaJ9wrqd0VXbP+nFSGP+cIgAAmIyURAAAAPAI7T1D+eAZy7Nma9eEc53ls9JVPi8pNCkYAAAcREoiAAAA+DUbdvXlmNOXZWNH/7gztVSye9aP0lu+ponJAADg4FISAQAAwH9ZvbkzHzxjeTr6hsedqWYwu1r+PQOlZU1MBgAAB5+SCAAAAJLcuK4tx5+1KgMjlXFnKulK2+yvZbi4ronJAACgMZREAAAAzHi/XLE5n794TSrV2rgzo4Ud2dlyYkaLW5uYDAAAGkdJBAAAwIxVq9Xy45sezreunnhn0HDh4bTN/koqhT1NSgYAAI2nJAIAAGBGqlRr+cola3Pm7RsnnBso3pX2lm+kVhhoUjIAAGgOJREAAAAzzuBIJZ86765ctXbHhHN9pZuya9b3k8JoU3IBAEAzKYkAAACYUTr7h/PhX6zI8g0Tvzquq3xROstnJIXxzykCAICpTEkEAADAjLG1cyDHzFuWh9p6J5zbPevn6Slf0qRUAABwaCiJAAAAmBHu39GdY+ctz47uwXFnahnJrlnfTX95cROTAQDAoaEkAgAAYNq7fX1HPvyLFekZHP9soWr60tZyUoZKa5qYDAAADh0lEQAAANPa5Xdvz6fPvyvDleq4M6PpSNvsEzNS3NC8YAAAcIgpiQAAAJi2Tl/amq9ddm9qtfFnRgqbs7Ply6kU25sXDAAAJgElEQAAANNOtVrLN6++Pz+7ef2Ec4PFe9Pe8rVUC71NSgYAAJOHkggAAIBpZXi0mhMuujsL7tw64Vx/8bbsavlWaoXhJiUDAIDJRUkEAADAtNE7NJqPn7Uyix/cNeFcT+mK7J7106Qw/jlFAAAw3SmJAAAAmBbaegbzwTOW556t3RPOdZbPTFf5/KTQpGAAADBJKYkAAACY8lp39eX98+7I5t0D487UUknHrFPTV762ickAAGDyUhIBAAAwpd21uTMfPGN5dveNf7ZQNYPZ1XJKBkormpgMAAAmNyURAAAAU9YN9+/M3599ZwZGKuPOVNKVttlfzXDxgSYmAwCAyU9JBAAAwJR0wfLN+cKCNalUa+POjBR2pK3lyxktbmtiMgAAmBqURAAAAEwptVot/3HDQ/nutRPvDBoqPJS22V9JtdDZnGAAADDFKIkAAACYMirVWv510T05545NE84NFFelveXk1AoDTUoGAABTj5IIAACAKWFwpJJPnHtnrr1354RzvaUb0jHrh0lhtEnJAABgalISAQAAMOl19g/nuPkrsnLjngnnusq/TGd5flJoUjAAAJjClEQAAABMalv29OeYecvycHvfuDO1VLNn1s/TU76sickAAGBqUxIBAAAwad27rTvHnr4sbT1D487UMpJdLd9Of2lpE5MBAMDUpyQCAABgUrr14V356C9Wpmdo/LOFqulNW8tJGSrd08RkAAAwPSiJAAAAmHQuXb0t/3TB6gxXquPOjGZX2mafmJHixiYmAwCA6UNJBAAAwKQyZ/H6nHT5fRPODBc2pq3lxFSKu5qUCgAAph8lEQAAAJNCtVrLyVfel9MWt044N1hcm/aWr6da6G1SMgAAmJ6URAAAABxyw6PVfPbC1Vl017YJ5/qKS7Or5dtJYaRJyQAAYPpSEgEAAHBI9QyO5GNnrczShzomnitdlt2zfp4Uxj+nCAAA2HdKIgAAAA6Ztu7BHHv68ty7vXvCuT3l+eku/zIpNCkYAADMAEoiAAAADomH23tzzLxl2bJnYNyZWirpmPWD9JVvaGIyAACYGZREAAAANN2qTXty3BnLs6d//LOFqhlIe8vJGSytamIyAACYOZREAAAANNV19+7MP5y7KoMj458tVEln2mZ/NcPFB5uYDAAAZhYlEQAAAE1z3rJN+eKCNanWxp8ZKWxLW8uJGS1ub14wAACYgZREAAAANFytVssPrn8w379u4p1BQ4UH0jb7q6kWupqUDAAAZi4lEQAAAA01WqnmXxfdk3OXbZ5wbqC4Mu0tJ6dWGGxSMgAAmNmURAAAADTMwHAlnzh3Va67r23Cud7SdemY9R9JodKkZAAAgJIIAACAhtjdN5zj5i/PnZs6J5zrKp+fzvKZSaE5uQAAgP+kJAIAAOCg27y7P8ecvizr2/vGnamlmt2zfpbe8uVNTAYAAPyKkggAAICDau22rhx7+vK09wyNO1PLcHa1fDv9pVubmAwAAPh1SiIAAAAOmqUP7cpHz1yZ3qHRcWcq6U17y9czVFrbxGQAAMAjKYkAAAA4KBbdtTX//MvVGanUxp0ZLbSnreXEjBQ3NTEZAADwWJREAAAAHLDTblmfb1xx34Qzw4UNaZt9YiqFjialAgAAJqIkAgAAYL9Vq7V844r7MndJ64Rzg8U1aWs5KbVCX5OSAQAAj0dJBAAAwH4ZGq3kn395dy5dvW3Cub7ikuxq+U5SGGlSMgAAYF8oiQAAAKhb9+BIPvqLlblt/cSvjusuXZI9s+YkhWqTkgEAAPtKSQQAAEBddnYP5ph5y3L/jp4J5/aUT093+aKk0KRgAABAXZREAAAA7LOH2npyzLzl2do5MO5MLaPpmPWD9JVvbGIyAACgXkoiAAAA9snKjbtz3PwV6ewf/2yhagbS3vJvGSzd2cRkAADA/lASAQAA8LiuWbsjnzj3zgyNjn+2UCV70jb7KxkuPtzEZAAAwP5SEgEAADChs+/YmH9deE+qtfFnRgrb0tbyrxkt7mxeMAAA4IAoiQAAAHhMtVot37v2gfzwhocmnBsqPJC22V9JtdDdpGQAAMDBoCQCAADgUUYr1XxpwT05f8XmCef6i8uzq+WU1ApDTUoGAAAcLEoiAAAA9tI/PJp/OOfO3HB/24RzvaVr0jHrR0mh0qRkAADAwaQkAgAAYExH71A+OH9FVm/unHCus3xeuspnJYXm5AIAAA4+JREAAABJkk0d/Tnm9GVp3dU37kwtleye9dP0lq9sYjIAAKARlEQAAADknq1dOfb05dnVO/7ZQtUMZVfLtzJQur2JyQAAgEZREgEAAMxwix9sz8fOXJm+4fHPFqqkJ+0tX8tQ6b4mJgMAABpJSQQAADCDLbhzSz77y7szWq2NOzNaaMvOli9ntLilickAAIBGUxIBAADMQLVaLT+7ZX1OufL+CeeGC61pm/2VVAodTUoGAAA0i5IIAABghqlWa/naZffmjFs3TDg3WLw7bS0npVbob04wAACgqZREAAAAM8jgSCX/dMHqXL5m+4RzfaVbsmvWd5PCaJOSAQAAzaYkAgAAmCG6BkbykV+syB2tuyec6y4tzJ5Zc5PC+OcUAQAAU5+SCAAAYAbY0TWYY+Yty7qdPRPO7SnPTXd5QVJoUjAAAOCQURIBAABMcw/u7Mkx85ZlW9fguDO1jKRj1g/SV76pecEAAIBDSkkEAAAwjS3fsDsfmr8iXQMj485U05/2lm9ksLS6ickAAIBDTUkEAAAwTV11z4588rw7MzRaHXemkj3ZOfvEjBTXNzEZAAAwGSiJAAAApqEzb9uQL1+yNrXa+DMjhS1pazkxo8WdzQsGAABMGkoiAACAaaRWq+Xb16zLj258eMK5ocL9aZv9tVQL3U1KBgAATDZKIgAAgGlipFLNFy5ekwtXbplwrr+4LLtavplaYahJyQAAgMlISQQAADAN9A2N5u/PWZWb1rVPONdTujq7Z/0oKYx/ThEAADAzKIkAAACmuF29Q/ngGctz95auCec6y+ekq3xOUmhSMAAAYFJTEgEAAExhGzv6csy8ZdnQ0T/uTC2V7J714/SWr25iMgAAYLJTEgEAAExRd2/pzAdOX56OvuFxZ6oZyq6Wb2agtKyJyQAAgKlASQQAADAF3fxAez5+1sr0D1fGnamkO20tX8tw6f4mJgMAAKYKJREAAMAUc9HKLTnhorszWq2NOzNa2JmdLSdmtLilickAAICpREkEAAAwRdRqtfzk5ofz71etm3BuuLA+bbO/kkphd5OSAQAAU5GSCAAAYAqoVGv56qVr84vbNk44N1BcnfaWb6RW6G9SMgAAYKpSEgEAAExygyOVfPr8u3LlPTsmnOsr3ZRds76fFEabkgsAAJjalEQAAACTWFf/SD78ixVZtmHiV8d1lS9OZ/n0pDD+OUUAAAC/TkkEAAAwSW3rHMixpy/LAzt7J5zbXZ6TnlkLmxMKAACYNpREAAAAk9C6HT05Zt6y7OgeHHemlpHsmvW99JdvaWIyAABgulASAQAATDJ3rO/Ih3+xIt2D458tVE1/2ltOymDp7iYmAwAAphMlEQAAwCRyxZrt+dT5d2V4tDruzGg60jb7KxkptjYxGQAAMN0oiQAAACaJ+bduyFcuXZtabfyZkcLm7Gw5MZViW/OCAQAA05KSCAAA4BCr1Wr596vX5Sc3PTzh3GDxvrS3fC3VQk+TkgEAANOZkggAAOAQGqlUc8JFd+fiVVsnnOsv3p5dLd9KrTDUpGQAAMB0pyQCAAA4RHqHRvPxs1Zm8YO7JpzrKV2Z3bN+khTGP6cIAACgXkoiAACAQ6C9ZygfPGN51mztmnCus3xWusrnJYUmBQMAAGYMJREAAECTbdjVl/fPW5ZNu/vHnamlkt2zfpTe8jVNTAYAAMwkSiIAAIAmumtzZ447Y3k6+obHnalmMLtavpmB0vImJgMAAGYaJREAAECT3LiuLceftSoDI5VxZyrpStvsr2a4+EATkwEAADORkggAAKAJfrlicz5/8ZpUqrVxZ0YLO7Kz5csZLW5rYjIAAGCmUhIBAAA0UK1Wy49ufCjfvmbinUFDhYfSNvsrqRY6mxMMAACY8ZREAAAADVKp1nLiJffkrNs3TTg3ULwz7S3/llphoEnJAAAAlEQAAAANMThSySfPuzNXr9054Vxv6cZ0zPpB8v+z999Rkt31mfj/vtXV1QoOi1nAOB5jL7Z3sf0zxxjO2ixeFi0OZ3fx2l7766BRJEoGm4zsmVFCSAIEQkhCSJMU0UgooJxRVvfkoBlNzqE656qucH9/YLclS1Wa1LfT63UOh6qe51Y9Df+Anrn3k1QzagYAAPAjRiIAAIBjrG9kLM5YvCyW7extmuvP3x59+UURSeNzigAAACaKkQgAAOAY2ts3GnMWtMeW4lDDTBr16G29Ngbzd2fYDAAA4JWMRAAAAMfIxgMDMWdBexwcKDfMpFGJrtavxUj+6QybAQAAvJqRCAAA4Bh4bmt3fHjJshgsNz5bqB7DUSxcEOWWtRk2AwAAeG1GIgAAgKN0z5p98Y/fWx1jtXrDTDW6o9g2Lyq5HdkVAwAAaMJIBAAAcBQWPL09zr/3xUjTxpmxZFcUC/OiluvMrhgAAMDrMBIBAAAcgXo9jYsf2BjfeXJb01wptz46C+dHPRnKqBkAAMChMRIBAAAcprFqPT532+q4c9W+prmR3HPRVbg00mQso2YAAACHzkgEAABwGIbK1fjo9cvj6S1dTXODLfdGT+t3IpLG5xQBAABMJiMRAADAISoOluLUhR2xft9A01xvfkkM5G+NSDIqBgAAcASMRAAAAIdgW+dQzFnYHrt7Rhtm0qhFd+u3Yjj/SIbNAAAAjoyRCAAA4HWs3NUbpy9eFj3Djc8WqkcpOgtfiVLLsgybAQAAHDkjEQAAQBOPbjgYn7hpRZQqjc8WqkV/FNvOjbHcpgybAQAAHB0jEQAAQAPf69gVX7pjXdTqacNMJdkfxcLcqOb2Z9gMAADg6BmJAAAA/p00TePyR7fEZY80vzOonGyJYtv8qCd92RQDAAA4hoxEAAAAL1Ot1eOf71ofN7fvapobza2IzsJFkSajGTUDAAA4toxEAAAA/2J0rBZn37wyHtlwsGluqOWx6G69PCKpZtQMAADg2DMSAQAARETv8FicvrgjVuzqa5rrzy+NvvziiCSbXgAAABPFSAQAAMx6e3pHYs6C9tjaOdwwk0Y9eluvicH8PRk2AwAAmDhGIgAAYFZ7cd9AnLKwPYqD5YaZNMaiq/C1GGl5JsNmAAAAE8tIBAAAzFrPbumKj1y/PAbLjc8WqsdQFAvnR7llfYbNAAAAJp6RCAAAmJXuXr0vPn3rqqjU0oaZanRFsW1eVHI7M2wGAACQDSMRAAAw61z71La44N4NTTNjyc4oFuZFLdeVUSsAAIBsGYkAAIBZo15P48v3bYhrn97eNFfKrYvOwvlRT4YzagYAAJA9IxEAADArjFXr8Zmlq+Pu1fua5oZzz0RX4asRSSWjZgAAAJPDSAQAAMx4g6VKfPSG5fHMlu6muYGWe6K39ZqIpJ5RMwAAgMljJAIAAGa04kAp5izsiA37B5rmevOLYiB/W0SSUTEAAIBJZiQCAABmrK2dQ3Hyde2xt2+0YSaNanS3Xh7D+ccybAYAADD5jEQAAMCMtHxnb5y+uCP6RhqfLVSP0egsXBSllhUZNgMAAJgajEQAAMCM8/CLB+Psm1dEqdL4bKFa9Eax7dwYy23JsBkAAMDUYSQCAABmlJvbd8U5d6yNeto4U0n2RbEwN6q5A9kVAwAAmGKMRAAAwIyQpml845HN8c1HNzfNlZNNUWw7N+pJf0bNAAAApiYjEQAAMO1Va/X4pzvXxS0du5vmRnPLorPwlUiTUkbNAAAApi4jEQAAMK2NjtXirJtWxKMbi01zQy0PR3frFRFJLaNmAAAAU5uRCAAAmLZ6hsfi9MUdsXJXX9Ncf/6W6MvfEJFk0wsAAGA6MBIBAADT0u6ekZizoD22dQ03zKRRj57Wq2Mof1+GzQAAAKYHIxEAADDtrNvbH6cu6ojOwXLDTBpj0Vm4NEZbnsuwGQAAwPRhJAIAAKaVpzd3xUdvWB5D5WrDTC2GorNwXpRbXsywGQAAwPRiJAIAAKaNO1fujc/etjoqtbRhppoUo1iYF5Xc7gybAQAATD9TbiT6xV/8xTjuuOPi+OOPj+OOOy5aWlqipaUlcrlc5HK5Y/Id9Xo9arVaVKvVKJfLMTo6GqVSKVauXBn/4T/8h2PyHQAAwLGTpml896lt8eX7NjbNjSU7otg2L2pJd0bNAAAApq8pNxLt3r07kiSJNE0jSZJMvvNfv6ter2fyfQAAwKGr19O44N4NseCZ7U1zpdzaKBYuiDQZzqgZAADA9DblRqKXS9PGj5AAAABmvnK1Fp++dXXcs2Z/09xwy1PR1fr1iKSSUTMAAIDpb8qORP/xP/7H+MQnPnHMP/eKK66I7u7uSJIk5s6d+4o/O+GEE4759wEAAEdmoFSJDy9ZFs9v62mea7k7elu/G5H4S2YAAACHY0qPRPPmzTvmn3vLLbdEd/ePnk8+EZ8PAAAcvQP9pThlYXtsPDDYNNebXxAD+e9HZPOkagAAgBllyo5EAADA7LSlOBhzFnTE3r7Rhpk0qtHd+o0Yzj+RXTEAAIAZxkgEAABMGct29MTpi5dF/2jjs4XqMRKdhYui1LIyw2YAAAAzj5EIAACYEh5cfyD+/uaVUa7WG2Zq0RvFtvkxltuaYTMAAICZyUgEAABMuhue3xlz71oX9bRxppLsjWJhblRzB7MrBgAAMIMZiQAAgEmTpml8/eFN8a3HtjTNlZOXoth2btSTgYyaAQAAzHxGIgAAYFJUavU45461ceuyPU1zI7mO6Cp8JdKknFEzAACA2cFIBAAAZG5krBqfuHFFPP5SZ9PcUMtD0d16RUTS+JwiAAAAjoyRCAAAyFT3UDlOW7wsVu/ua5rry98c/fkbI5JsegEAAMw2RiIAACAzu7pHYs7C9tjeNdwwk0YtelqviqH8Axk2AwAAmH2MRAAAQCbW7umPUxe1R9fQWMNMPcrRVbgkRlteyLAZAADA7GQkAgAAJtyTmzrjYzcsj+GxWsNMLQais3BelFs2ZtgMAABg9jISAQAAE+qOlXvis0vXRLWeNsxUk2IcLMyNam5Phs0AAABmNyMRAAAwIdI0je88uS2+cn/zO4PGku1RbJsXtaQno2YAAABEGIkAAIAJUKuncf49L8aiZ3c0zZVyq6NYuDDSZCSbYgAAAIwzEgEAAMdUqVKLf7x1Vdy39kDT3HDLk9HV+vWIpJpRMwAAAF7OSAQAABwz/aOV+PCSZfHC9uaPjhtouTN6W6+LSBqfUwQAAMDEMhIBAADHxP7+0ThlQUe8dHCwaa4nf10Mtt6RUSsAAAAaMRIBAABHbdPBwZizoD3295caZtKoRFfrN2Ik/8MMmwEAANCIkQgAADgqHTt64vRFHTFQany2UD1GorNwYZRaVmfYDAAAgGaMRAAAwBF7YN3++PtbVsVYtd4wU42eKLbNi0pue4bNAAAAeD1TdiTq7OyMz33ucxPyuf/q33/+eeedF8cdd9wx/04AAJiJljy3I+bdvT7StHGmkuyOg4V5UcsVsysGAADAIZmyI1FPT0987Wtfm5DPTpIkIuJVn/+FL3zBSAQAAK8jTdP46kMvxbcf39o0V042RrHtvKgnAxk1AwAA4HBM2ZEobfbXESfAvw5HAABAY5VaPb5w+9q4fcWeprmRXHt0FS6ONCln1AwAAIDDNeVGore97W1x/PHHx/HHHx/HHXdctLS0REtLS+RyuWhpaTkm31Gr1aJer0etVouxsbEYHh6OkZGRY/b5AAAwEw2Xq/HxG1fEDzd1Ns0NtjwQPa1XRiSNzykCAABg8k25kWjLli2TXQEAAPh3uobKcdqijlizp79pri9/Y/Tnb45woz4AAMCUN+VGIgAAYGrZ0TUccxa2x87ukYaZNGrR03plDOUfzLAZAAAAR8NIBAAANLRmT1+curAjuofHGmbqUYquwiUx2tKeYTMAAACOlpEIAAB4TU+8VIyP37giRsZqDTO16I9i23kxlnspw2YAAAAcC0YiAADgVW5bvie+cPuaqNbThplqcjAOFuZGNbc3w2YAAAAcK0YiAABgXJqmceUTW+PSB5vfGTSWbIti27yoJb0ZNQMAAOBYMxIBAAAREVGrpzH/7vVx/fM7m+ZGc6uis3BhpMloRs0AAACYCLnJLjCZdu/eHU899dRk1wAAgElXqtTiEzeueN2BaLjliSgW5huIAAAAZoBZPRLNnz8//uiP/ijuvPPOya4CAACTpn+kEidf1x4PrD/QPJf/fnS1fi0iqWbUDAAAgIk0a0eiTZs2xZIlS2JkZCT+/M//PD7zmc/E6Ki/DQkAwOyyr280/vzqZ6N9R0/TXE/rd6OvdUFEkmbUDAAAgIk2a0eiuXPnRq1WiyRJol6vx0033RRp6v/wAgAwe7x0YDD+75XPxubiUMNMGpXobL04BvN3ZdgMAACALOQnu8BkeOKJJ2Lp0qWRJEmkaRpJksS5554bJ5xwwmRXAwCATDy/rTvOXLIsBkuNHx1Xj+EoFi6IcsvaDJsBAACQlVk3EnV3d8ff/u3fjr9PkiR+4zd+I84444xJbAUAANm5b+3++NQtq2KsVm+YqUZ3FNvmRyW3PcNmAAAAZGnWjURz5syJffv2jd9FdNxxx8UNN9wQSZJMdjUAAJhwi57ZHufe82I0e9JyJdkdBwtzo5brzK4YAAAAmZtVI9Ell1wS99133yseM3fxxRfHO97xjsmuBgAAEypN07j4gZfi6h9ubZor5V6MzsL5UU8GM2oGAADAZJk1I9Hll18eX/jCF14xEP3VX/1VnH322ZNdDQAAJtRYtR5fuH1NfH/l3qa5kdxz0VW4NNJkLKNmAAAATKZZMRJddtll8ZnPfGb8fZIk8f73vz8WL148ia0AAGDiDZWr8bEblsdTm7ua5gZb7o+e1qsiksbnFAEAADCzzPiR6Lzzzotzzz13/O6hNE3j3e9+d9xxxx2Rz8/4Xx8AgFmsc7Acpy5qj3V7B5rm+vLXR3/+exGO6QQAAJhVZuxKsnv37jj55JPjySeffMVA9Ed/9EexdOnSOOGEEya7IgAATJjtXcMxZ0F77OoZaZhJoxY9rVfEUP7hDJsBAAAwVeQmu8BEuPHGG+M3f/M3XzUQnXHGGXH33XcbiAAAmNFW7e6LP7vq2aYDUT1K0Vk430AEAAAwi82oO4lWrVoVn/nMZ+Lxxx8fH4ciIn7sx34srrzyyvibv/mbSW4IAAAT6/GNxfj4jStitFJrmKlFfxTbzo2x3KYMmwEAADDVzIiRaM+ePfFP//RPccMNN0Sapq+4e+j3f//3Y9GiRfG2t71tsmsCAMCEunXZ7vji99dGrZ42zFSSA1EszI1qbl+GzQAAAJiKpvVItHnz5rj44ovjhhtuiEql8oq7h9761rfGJZdcEn/91389yS0BAGBipWkaVzy2Jb72cPM7g8rJlii2zY960pdNMQAAAKa0aTcSVSqVuPvuu2PJkiVx3333Rb1ejzT9t78p+cY3vjE++clPxqc+9ak48cQTJ7EpAABMvFo9jbl3rYsbX9jVNDeaWxGdhYsiTUYzagYAAMBUN2kj0fXXXx9dXV3xy7/8y/GWt7wlTjzxxDjxxBMjTdMol8tRKpWiv78/enp6oru7O3bt2hXLly+P559/Pvr7+yMiXjEO/eIv/mL84z/+Y5xxxhlx/PHHT9avBQAAmSlVavH3N6+Mh1482DQ31PJYdLdeHpFUM2oGAADAdDBpI9FNN90UDz300GFf9/Jh6IQTTogPfehDccopp8T/+B//Y/xRcwAAMNP1jYzFGYuXxbKdvU1z/fnboi+/OCJpfE4RAAAAs9OkjURdXV2vGHwOVZIk42cP/c7v/E78wR/8QfzGb/yGgQgAgFljb99ozFnQHluKQw0zadSjt/W7MZj/QYbNAAAAmE5yk/XFxWLxsK/51yHoX//9qaeeio985CPxsz/7s/EHf/AHceutt0a16hEaAADMXBv2D8T/vfKZ1xmIKtFVuNhABAAAQFOTdifRl770pWhtbY0TTzwxfuzHfixOOOGESNM0arVa1Ov1qNVqMTAwED09PbF79+7YsmVLbNy4MTZs2BD1ev0Vn5WmaTz11FPx1FNPxVve8pb45Cc/GZ/85CfjuOOOm6TfDgAAjr3ntnbHh5csi8Fy478YVY+hKBYujHLL2gybAQAAMB1N2kj0kY985IiuGxkZieXLl8fjjz8ejz32WDzzzDNRq9XGH1134MCB+NKXvhTf+ta34rzzzotTTz3Vo+gAAJj2frB6X3z61tUxVqs3zFSjO4ptc6OS25lhMwAAAKarSXvc3JE64YQT4r3vfW/MnTs3nnjiidi3b19861vfit/5nd95RW7fvn1x5plnxu///u/H1q1bJ6ktAAAcveue3h5n37yy6UA0luyMA22fMRABAABwyKbdSPTvvelNb4pPfOIT0d7eHo8++mh84AMfiDRNI0mSSNM0nnvuufit3/qtuOqqqya7KgAAHJZ6PY0v37chzr/nxaa5Um59HGz7fNRynRk1AwAAYCaY9iPRy/33//7f46GHHoof/OAH8Su/8isREZEkSYyMjMRZZ50VZ555ZtRqtUluCQAAr2+sWo9/vHVVXPPktqa5kdyzUSz8c9SToYyaAQAAMFPMqJHoX/3Jn/xJrFu3Lj772c9GkiTjdxUtWLAg/uf//J/R19c32RUBAKChwVIlTlvUEXeu2tc813JPdBa+EmkyllEzAAAAZpIZORJFRLS2tsbFF18cDz30ULz1rW8dH4qeeOKJOOmkk2JgYGCyKwIAwKsUB0vxl995Pp7e0tU015tfHD2tV0ckjc8pAgAAgGZm7Ej0r97//vfHc889F7/+678+/rMVK1bEH/7hH8bQkEdyAAAwdWzrHIr/e+Wz8eL+xn+hKY1adLVeFgOtSyOSDMsBAAAw48z4kSgi4ud//ufjmWeeid///d+PNE0jIuKFF16I//N//o8zigAAmBJW7OqNP7vq2djTO9owU4/RKBbOi+H8oxk2AwAAYKaaFSNRRMRP/uRPxr333hvveMc7IiLGHz33qU99anKLAQAw6z264WD89Xefj96RSsNMLfriYNuXotSyPMNmAAAAzGSzZiSKiPjxH//xuO++++JnfuZnxs8ouvLKK2PhwoWTXQ0AgFnqlvZdceaSZVGqND5bqJLsjwNtn42x3OYMmwEAADDTzaqRKCLi537u52Lp0qWRy+XGh6KzzjorNm/2f7gBAMhOmqbxzUc2xxe+vzbqaeNcOdkcB9o+G9Xc/uzKAQAAMCvMupEoIuI973lPfPGLX4w0TSNJkhgdHY05c+aMn1cEAAATqVqrx5fuWBuXPbKpaW40tzwOtn0x6klfNsUAAACYVWblSBQRMW/evPjt3/7t8fcvvPBCXHLJJZPYCACA2WB0rBYfvWFF3Ny+u2luqOXRKBbOizQpZdQMAACA2WbWjkQtLS1x+eWXj99N9MY3vjHe9773TXYtAABmsN7hsfiba5+PRzYcbJrrz98a3a2XRSS1jJoBAAAwG83akSgi4vd+7/fiT//0T+Onfuqn4qmnnor3vOc9k10JAIAZanfPSPzZ1c/Gil19DTNp1KOn9eroa10SkWTXDQAAgNkpP9kFJtvFF18cPT098au/+quTXQUAgBlq/b7+OGVhR3QOlhtm0hiLrsJXY6Tl2QybAQAAMJvN+pHoV37lVya7AgAAM9izW7riw9cvj6FytWGmFkPRWTg/yi3rM2wGAADAbDfrRyIAAJgod63aG59ZujoqtbRhppp0RrEwLyq5XRk2AwAAACMRAABMiO8+uS0uvG9D08xYsjOKhXlRy3Vl1AoAAAD+jZEIAACOoXo9jS/ftyGufXp701wptzaKhQsiTYYzagYAAACvZCQCAIBjpFytxWeXrom7V+9rmhvOPRNdha9GJJWMmgEAAMCrGYkAAOAYGChV4qPXL49nt3Y3z7X8IHpbvxuR1DNqBgAAAK/NSAQAAEfp4EAp5ixoj40HBpvmevMLYyB/e0SSUTEAAABowkgEAABHYUtxKOYsaI+9faMNM2lUo7v1mzGcfzzDZgAAANCckQgAAI7Q8p09cfriZdE30vhsoXqMRmfhoii1rMiwGQAAALw+IxEAAByBh188GGfdtCLK1cZnC9WiN4pt82MstzXDZgAAAHBojEQAAHCYbnphV/zTnWujnjbOVJJ9USzMjWruQHbFAAAA4DAYiQAA4BClaRqXPbI5Ln90c9NcOdkUxbZzo570Z9QMAAAADp+RCAAADkG1Vo9z7lgX31u2u2luNLcsOgtfiTQpZdQMAAAAjoyRCAAAXsfIWDXOumllPLax2DQ31PJwdLdeEZHUMmoGAAAAR85IBAAATfQMj8Vpizpi1e6+prn+/C3Rl78hIsmmFwAAABwtIxEAADSwu2ckTl7QHtu7hhtm0qhFT+vVMZS/P8NmAAAAcPSMRAAA8BrW7e2PUxZ2RNdQuWGmHuXoKlwaoy3PZ9gMAAAAjg0jEQAA/DtPbe6Mj16/PIbHGp8tVIvB6CycF+WWDRk2AwAAgGPHSAQAAC9z58q98Zmlq6NaTxtmqkkxioV5UcntzrAZAAAAHFtGIgAAiIg0TeOaJ7fFRfdvbJobS7ZHsW1+1JLujJoBAADAxDASAQAw69XraZx/74ux8JkdTXOl3JooFi6MNBnOphgAAABMICMRAACzWrlai3+8dXXcu2Z/09xwy5PR1fr1iKSaUTMAAACYWEYiAABmrf7RSnzk+mXx/LaeprmBlruit/XaiKTxOUUAAAAw3RiJAACYlQ70l+KUhe2x8cBg01xv/roYyN8RkWRUDAAAADJiJAIAYNbZUhyMk69rj339pYaZNKrR3fqNGM4/kV0xAAAAyJCRCACAWaVjR0+csXhZ9I9WGmbqMRKdhS9HqWVVdsUAAAAgY0YiAABmjQfWHYhP3rIyytV6w0wteuNg27yo5LZl2AwAAACyZyQCAGBWuP75nTHvrnVRTxtnKsneKBbmRjV3MLtiAAAAMEmMRAAAzGhpmsbXHtoUVzy+pWmunGyMYtt5UU8GMmoGAAAAk8tIBADAjFWp1eNL318bS5fvaZobybVHV+HiSJNyRs0AAABg8hmJAACYkUbGqvHxG1fEEy91Ns0NtjwYPa3fjkgan1MEAAAAM5GRCACAGad7qBynLeqI1Xv6m+b68jdFf/6miCSjYgAAADCFGIkAAJhRdnYPx5wF7bGje6RhJo1a9LReFUP5BzJsBgAAAFOLkQgAgBlj7Z7+OHVRe3QNjTXM1KMcXYVLYrTlhQybAQAAwNRjJAIAYEb44abO+NgNy2NkrNYwU4uB6CycF+WWjRk2AwAAgKnJSAQAwLT3/RV74nO3rYlqPW2YqSbFOFiYG9XcngybAQAAwNRlJAIAYNpK0zSu/uG2uPiB5ncGjSXbotg2P2pJT0bNAAAAYOozEgEAMC3V6mmc94P1sfi5nU1zo7nV0Vm4MNJkJKNmAAAAMD0YiQAAmHZKlVr8462r4r61B5rmhlt+GF2tl0Uk1YyaAQAAwPRhJAIAYFrpH6nEmdcvi/btzR8dN5C/I3rzCyKSxucUAQAAwGxmJAIAYNrY3z8acxa0x6aDQ01zPflrY7D1zmxKAQAAwDRlJAIAYFrYdHAw5ixoj/39pYaZNCrR1XpZjOSfzLAZAAAATE9GIgAAprz27T1xxuKOGCg1PluoHiPRWbgwSi2rM2wGAAAA01dusgvwI3/+538eSZJEkiSxY8eOQ7pm3759cc4558Q73/nO+Imf+Ik48cQT4x3veEfMmzcv+vv7J7YwAEBG7l+7P/72uheaDkTV6IkDbZ83EAEAAMBhcCfRFLB06dK4/fbbD+uaG2+8MT760Y/G0NArn8e/fv36WL9+fVx77bVxxx13xO/+7u8ey6oAAJla/OyOmP+D9ZGmjTOVZHccLMyLWq6YXTEAAACYAdxJNMm6u7vjrLPOOqxrli5dGieffPKrBqKX27dvX5x00kmxZs2ao60IAJC5NE3jkgc2xry7mw9E5WRjHGj7nIEIAAAAjoCRaJKdffbZUSwe+j/UeO655+Lv/u7vol6vj//szDPPjFWrVkVPT0888cQT8Z73vCciIgYGBuIv//IvY3R09Jj3BgCYKJVaPT69dHVc+cTWprmR3PNxsO2cqCeDGTUDAACAmcVINInuuuuuuPnmmw/rmk9+8pNRLpfH31999dVxzTXXxG/91m/FG97whnjf+94Xjz32WLzzne+MiIiNGzfG5Zdffkx7AwBMlOFyNU5fvCy+v2Jv09xgy/3RWfhypEm5aQ4AAABozEg0SXp7e+NjH/vYYV1z2223RUdHx/j7OXPmxEc+8pFX5Y4//vi48sorx99feumlMTY2duRlAQAy0DlYjr+65vl4clNn01xf/oboaf12RFJvmgMAAACaMxJNkn/4h3+I/fv3R0TEW97ylkO65oorrhh/nc/n46KLLmqYffe73x3vete7IuJH5x7dd999R9EWAGBi7egajj+/+tlYu7e/YSaNWnS3Xh79rbdEJBmWAwAAgBnKSDQJ7r///li8ePH4+6uvvvp1r+nr64unnnpq/P0f//Efx1vf+tam13z4wx8ef/3ggw8eQVMAgIm3endf/NlVz8bO7pGGmXqUorNwQQzlH8qwGQAAAMxs+ckuMNsMDAy8Yrz527/92/jQhz70utetWLEi6vV/e6TKn/zJn7zuNe95z3vGXz/77LOHVxQAIAOPv1SMj9+wIkYrtYaZWvRHse28GMu9lGEzAAAAmPncSZSxz3zmM7Fnz56IiPiZn/mZuPzyyw/pupdeeuU/FHnve9/7utf82q/9Whx33HHj1798ZAIAmGxLl+2OMxYvazoQVZMDcaDtcwYiAAAAmABGogw98sgj8d3vfnf8/TXXXBNveMMbDunavXv3jr9ubW2Nt7/97a97TT6fj1/4hV+IiIhyuRy7d+8+zMYAAMdemqbx7ce3xGdvWxO1etowN5ZsjQNtn41qbm/DDAAAAHDkjEQZGRoaijPPPHP8/WmnnXZIj4z7V729veOv3/a2t0VLS8shXffyEerlQxMAwGSo1dOYe9f6uPTB5ncGjeZWxoG2L0Qt6W2aAwAAAI6cM4ky8oUvfCF27NgRERE///M/H5dddtlhXV8ul8dfv/Wtbz3k614+Eu3fv/+wvvO1FIvF6OzsPKxrtmzZctTfCwBMf6VKLT51y6p4YP2Bprnhlieiq/UbEUk1k14AAAAwWxmJMvDDH/4wrrzyyvH31113XfzET/zEYX3Gy88TeuMb33jI151wwgnjr/v6+g7rO1/LlVdeGeeee+5Rfw4AMLv0jYzFmUuWRceO5ncG9edvj778ooik8WPoAAAAgGPDSDTBRkdH44wzzog0/dE/6PjoRz8aJ5100mF/zssfL/fy4ef1tLa2jr8eGBg47O8FADhae/tGY86C9thSHGqYSaMeva3XxmD+7gybAQAAwOxmJJpg55xzzvjj1n7pl34pLr300iP6nLa2tiO67uUj0csfWQcAkIWNBwbilAUdcWCg1DCTRiW6Wr8WI/mnM2wGAAAAGIkm0HPPPRff/OY3IyIiSZJYsGBB/NiP/dgRfdbLrzucsadSqYy/rlaP/rn+H//4x+Mv/uIvDuuaLVu2xIc+9KGj/m4AYHp5flt3nLlkWQyWGv9vkHoMR7FwQZRb1mbYDAAAAIgwEk2YUqkUp5122vhZQmeffXb8wR/8wRF/3k/91E+Nv+7q6jrk67q7u8dfJ0lyxN//r9785jfHm9/85qP+HABgZrt3zf74h++tirFavWGmGt1RbJsXldyO7IoBAAAA44xEE2T+/PmxcePGiIj4T//pP8VFF110VJ/30z/90+Ov9+zZc8jX9fT0jL8+nLOMAACO1MJntsd597wY/3Ik42saS3ZFsTAvarnO7IoBAAAAr2AkmgDLli2Lr371qxHxo7t3rrrqqsjlclEqNX4W/8uVy+VXZI877rj45V/+5fH3W7dujVKpFMcdd9zrftauXbvGX//kT/7kof4KAACHrV5P4+IHN8Z3fritaa6UezE6C+dFPRnKqBkAAADwWoxEE+Cee+6JWq0WERFpmsYHPvCBw7r+137t117xPk3T+M3f/M3I5/NRrVajVqtFe3t7/Lf/9t+afs6mTZte8Wi6X/iFXzisHgAAh2qsWo/P374m7li5t2luJPdcdBUujTQZy6gZAAAA0EhusgtwaH78x3883vWud42/v//++1/3mmeeeeYV79/+9rcf814AAEPlapy+uON1B6LBlnujs3CRgQgAAACmCCPRNHLSSSeNv16yZElUq9Wm+R/84Afjr3/2Z3/WnUQAwDFXHCzFX13zXDy1uatprje/JHpar4pI6hk1AwAAAF6PkWgCzJ8/P9I0Pax/vdz27dtf88/mzJkTSZJERMS+ffviO9/5TsMOmzdvfsVI9MEPfvAY/5YAwGy3vWs4/uyqZ2Pd3oGGmTRq0dX6zRhovTUiybAcAAAA8LqMRNPI2972tlfcTfTFL34xVq1a9apcuVyO00477RV3Gp188slZVAQAZolVu/viz656Nnb3jDbM1KMUxcL5MZx/OMNmAAAAwKEyEk0zc+fOHb+baHBwMN7//vfH9ddfH5VKJSIi1q5dGx/4wAfi6aefHr/mve99b7zvfe+blL4AwMzz2MaD8f9d83z0DDc+W6gW/XGw7UtRalmWYTMAAADgcBiJppnf+73fi89//vPj73t7e+Pkk0+ON77xjfGWt7wlfvM3f/MVA9GJJ54Y3/72tyejKgAwA93asTvOXLI8Riu1hplKciAOtH02xnKbMmwGAAAAHK78ZBfg8H35y1+Oer0el1xyyfjPBgcHY3Bw8BW5448/Pm6++eb4jd/4jawrAgAzTJqm8a3HtsTXH24+/JSTLVFsmx/1pC+bYgAAAMARcyfRNJQkSVx88cVx//33x6/+6q++ZuY973lPPPPMM/G//tf/yrgdADDT1OppnHPnutcdiEZzK+Jg2xcNRAAAADBNuJNoikjT9LCv+cM//MPYsGFDPP744/H0009HZ2dnvOUtb4mTTjop3v3ud09ASwBgtilVanH2zSvj4RcPNs0NtTwW3a2XRyTVjJoBAAAAR8tINM0lSRLvf//74/3vf/9kVwEAZpje4bE4Y8myWL6zt2muP780+vKLI5KMigEAAADHhJEIAIBX2dM7EnMWtMfWzuGGmTTq0dt6TQzm78mwGQAAAHCsGIkAAHiFF/cNxCkL26M4WG6YSaMSXYWvxkjLMxk2AwAAAI4lIxEAAOOe3doVH1myPAbLjc8WqsdQFAsXRLllXYbNAAAAgGPNSAQAQERE/GD1vvj0ratjrFZvmKlGVxTb5kUltzPDZgAAAMBEMBIBABDXPrUtLrh3Q9PMWLIzioV5Uct1ZdQKAAAAmEhGIgCAWaxeT+Oi+zfEd5/a3jRXyq2LzsL5UU+GM2oGAAAATDQjEQDALDVWrcdnb1sdd63a1zQ3nHsmugpfjUgqGTUDAAAAsmAkAgCYhQZLlfjoDcvjmS3dTXMDLfdEb+s1EUnjc4oAAACA6clIBAAwyxQHSnHKwo54cf9A01xvfnEM5JdGJBkVAwAAADJlJAIAmEW2dg7FnAXtsad3tGEmjVp0t34zhvOPZdgMAAAAyJqRCABgllixqzdOX9QRvSONzxaqx2h0Fi6KUsuKDJsBAAAAk8FIBAAwCzzy4sE46+YVUao0PluoFn1RbJsfY7ktGTYDAAAAJouRCABghrulfVd86Y61UU8bZyrJvigW5kU1tz+7YgAAAMCkMhIBAMxQaZrGNx/dHN94ZHPTXDnZFMW2c6Oe9GfUDAAAAJgKjEQAADNQtVaPf75rXdzcvrtpbjS3LDoLX4k0KWXUDAAAAJgqjEQAADPM6Fgtzr55RTyyodg0N9TySHS3fisiqWXUDAAAAJhKjEQAADNIz/BYnL64I1bu6mua689/L/ry10ck2fQCAAAAph4jEQDADLG7ZyTmLGyPbZ3DDTNp1KOn9TsxlL83w2YAAADAVGQkAgCYAdbv649TFnZE52C5YSaNsegsXBqjLc9l2AwAAACYqoxEAADT3DNbuuIj1y+PoXK1YaYWQ9FZOD/KLeszbAYAAABMZUYiAIBp7K5Ve+MzS1dHpZY2zFSTzigW5kUltyvDZgAAAMBUZyQCAJimvvvktrjwvg1NM2PJjii2zYta0p1RKwAAAGC6MBIBAEwz9XoaF963Ia57envTXCm3NoqFCyJNhjNqBgAAAEwnRiIAgGmkXK3Fp29dHfes2d80N5x7OroKX4tIKhk1AwAAAKYbIxEAwDQxUKrER5Ysj+e2NX903EDL3dHbem1EUs+oGQAAADAdGYkAAKaBgwOlmLOgPTYeGGya680vjIH87RFJRsUAAACAactIBAAwxW0pDsacBR2xt2+0YSaNanS3fjOG849n2AwAAACYzoxEAABT2PKdPXH64mXRN9L4bKF6jERn4aIotazMsBkAAAAw3RmJAACmqIfWH4izb14Z5Wrjs4Vq0RvFtvkxltuaYTMAAABgJjASAQBMQTe+sDP++c51UU8bZyrJvigW/jmquYPZFQMAAABmDCMRAMAUkqZpXPbwprj8sS1Nc+VkUxTb5kc9GcioGQAAADDTGIkAAKaIaq0eX7pjbdy6bE/T3EiuI7oKX4k0KWfUDAAAAJiJjEQAAFPAyFg1zrppZTy2sdg0N9TyUHS3XhGRND6nCAAAAOBQGIkAACZZ91A5Tlu8LFbv7mua68vfEv35GyKSbHoBAAAAM5uRCABgEu3qHok5C9tje9dww0watehpvTqG8vdn2AwAAACY6YxEAACTZN3e/jhlYUd0DTU+W6ge5egqXBqjLc9n2AwAAACYDYxEAACT4KnNnfHR65fH8FitYaYWg9FZOC/KLRsybAYAAADMFkYiAICM3bFyT3x26Zqo1tOGmWpSjIOFuVHN7cmwGQAAADCbGIkAADKSpml858lt8ZX7NzbNjSXbo9g2P2pJd0bNAAAAgNnISAQAkIF6PY3z7nkxFj27o2mulFsTxcIFkSYj2RQDAAAAZi0jEQDABCtVavHpW1fHvWv3N80NtzwZXa1fj0iqGTUDAAAAZjMjEQDABOofrcSHlyyLF7b3NM0NtNwZva3XRSSNzykCAAAAOJaMRAAAE+RAfynmLGiPlw4ONs315K+LwdY7MmoFAAAA8CNGIgCACbD54GDMWdAe+/pLDTNpVKK79ZsxnH8iu2IAAAAA/8JIBABwjHXs6InTF3XEQKnx2UL1GInOwoVRalmdYTMAAACAf2MkAgA4hh5Ytz/+/pZVMVatN8xUoyeKbfOjktuWYTMAAACAVzISAQAcI9c/tyPm3r0+0rRxppLsiWJhXlRzB7MrBgAAAPAajEQAAEcpTdP46kMvxbcf39o0V042RrHtvKgnAxk1AwAAAGjMSAQAcBQqtXp88ftr47ble5rmRnLt0VW4ONKknFEzAAAAgOaMRAAAR2i4XI1P3LQinnips2lusOXB6Gn9dkTS+JwiAAAAgKwZiQAAjkDXUDlOW9QRa/b0N8315W+K/vxNEUlGxQAAAAAOkZEIAOAw7ewejjkL2mNH90jDTBq16Gm9MobyD2bYDAAAAODQGYkAAA7Dmj19cerCjugeHmuYqUcpugqXxGhLe4bNAAAAAA6PkQgA4BD9cFNnfOyG5TEyVmuYqcVAFAvnxVjLxgybAQAAABw+IxEAwCG4ffme+Pzta6JaTxtmqsnBOFiYF9XcngybAQAAABwZIxEAQBNpmsaVT2yNSx98qWluLNkWxbb5UUt6MmoGAAAAcHSMRAAADdTqaZz7g/Wx5LmdTXOjuVXRWbgw0mQ0o2YAAAAAR89IBADwGkqVWvzD91bF/esONM0NtzwRXa3fiEiqmfQCAAAAOFaMRAAA/07/SCXOXLIs2nc0f3Rcf/770ZdfGJE0PqcIAAAAYKoyEgEAvMy+vtE4ZWF7bDo41DTX0/rdGMzflVErAAAAgGPPSAQA8C9eOjAYcxa0x4GBUsNMGpXoar0sRvJPZtgMAAAA4NgzEgEARMQL27rjzCXLYqDU+GyheoxEZ+GCKLWsybAZAAAAwMQwEgEAs959a/fHp25ZFWO1esNMNbqj2DY/KrntGTYDAAAAmDhGIgBgVlv87I6Y/4P1kaaNM5VkdxwszI1arjO7YgAAAAATzEgEAMxKaZrGJQ++FFc9sbVprpTbEJ2F86KeDGbUDAAAACAbRiIAYNap1Orx+dvWxPdX7m2aG8k9H12FSyNNyhk1AwAAAMiOkQgAmFWGytX42A3L46nNXU1zgy33R0/rVRFJ43OKAAAAAKYzIxEAMGt0DpbjtEUdsXZvf9NcX/6G6M/fEpFkVAwAAABgEhiJAIBZYXvXcMxZ0B67ekYaZtKoRU/rt2Mo/1CGzQAAAAAmh5EIAJjxVu3ui9MWdUTP8FjDTD1K0VW4OEZbOjJsBgAAADB5jEQAwIz2+EvF+PgNK2K0UmuYqUV/FNvOjbHcpgybAQAAAEwuIxEAMGPdumx3fPH7a6NWTxtmqsmBOFiYG9XcvgybAQAAAEw+IxEAMOOkaRpXPLYlvvZw8zuDysmWKLbNj3rSl00xAAAAgCnESAQAzCi1ehrz7l4XNzy/q2luNLciOgsXRZqMZtQMAAAAYGoxEgEAM0apUotP3rIyHlx/sGluqOXx6G79ZkRSzagZAAAAwNRjJAIAZoS+kbE4Y/GyWLazt2muP3979OUXRSSNzykCAAAAmA2MRADAtLe3bzTmLGiPLcWhhpk06tHbem0M5u/OsBkAAADA1GUkAgCmtY0HBmLOgvY4OFBumEmjEl2tX4uR/NMZNgMAAACY2oxEAMC09dzW7vjwkmUxWG58tlA9hqNYuCDKLWszbAYAAAAw9RmJAIBp6Z41++Ifv7c6xmr1hplqdEexbW5UcjszbAYAAAAwPRiJAIBpZ8HT2+P8e1+MNG2cGUt2RbEwL2q5zuyKAQAAAEwjRiIAYNqo19O4+IGN8Z0ntzXNlXLro7NwftSToYyaAQAAAEw/RiIAYFoYq9bjc7etjjtX7WuaG8k9F12FSyNNxjJqBgAAADA9GYkAgClvqFyNj16/PJ7e0tU0N9hyb/S0ficiaXxOEQAAAAA/YiQCAKa04mApTl3YEev3DTTN9eaXxED+1ogko2IAAAAA05yRCACYsrZ1DsXJC9pjT+9ow0watehu/VYM5x/JsBkAAADA9GckAgCmpJW7euO0RR3RO1JpmKlHKToLF0WpZXmGzQAAAABmBiMRADDlPLrhYHziphVRqjQ+W6gWfVFsOzfGcpszbAYAAAAwcxiJAIAp5Zb2XXHOneuiVk8bZirJ/igW5kY1tz/DZgAAAAAzi5EIAJgS0jSNyx/dEpc9sqlprpxsjmLbuVFP+rIpBgAAADBDGYkAgElXrdXjn+9aHze372qaG80tj87CRZEmpYyaAQAAAMxcRiIAYFKNjtXi7JtXxiMbDjbNDbU8Gt2tl0cktYyaAQAAAMxsRiIAYNL0Do/F6Ys7YsWuvqa5/vzS6Msvjkiy6QUAAAAwGxiJAIBJsbtnJOYsbI9tncMNM2nUo7f1mhjM35NhMwAAAIDZwUgEAGTuxX0DccrC9igOlhtm0hiLrsLXYqTlmQybAQAAAMweRiIAIFPPbumKD1+/PIbK1YaZegxFsXB+lFvWZ9gMAAAAYHYxEgEAmbl79b749K2rolJLG2aqSWcUC/OjktuZYTMAAACA2cdIBABk4tqntsUF925omhlLdkaxMC9qua6MWgEAAADMXkYiAGBC1etpfPm+DXHt09ub5kq5ddFZOD/qyXBGzQAAAABmNyMRADBhytVafHbpmrh79b6mueHcM9FV+GpEUsmoGQAAAABGIgBgQgyWKvGR65fHs1u7m+YGWu6J3tZrIpJ6Rs0AAAAAiDASAQAToDhQijkLO2LD/oGmud78ohjI3xaRZFQMAAAAgHFGIgDgmNpSHIo5C9pjb99ow0wa1ehuvTyG849l2AwAAACAlzMSAQDHzPKdvXH64o7oG2l8tlA9RqOzcFGUWlZk2AwAAACAf89IBAAcEw+/eDDOvnlFlCqNzxaqRW8U286NsdyWDJsBAAAA8FqMRADAUbvphV3xT3eujXraOFNJ9kWxMDequQPZFQMAAACgISMRAHDE0jSNyx7ZHJc/urlprpxsimLbuVFP+jNqBgAAAMDrMRIBAEekWqvHP925Lm7p2N00N5pbFp2Fr0SalDJqBgAAAMChMBIBAIdtdKwWZ920Ih7dWGyaG2p5OLpbr4hIahk1AwAAAOBQGYkAgMPSMzwWpy3qiFW7+5rm+vO3RF/+hogkm14AAAAAHB4jEQBwyHb3jMScBe2xrWu4YSaNevS0Xh1D+fsybAYAAADA4TISAQCHZN3e/jh1UUd0DpYbZtIYi87CpTHa8lyGzQAAAAA4EkYiAOB1Pb25Kz56w/IYKlcbZmoxFJ2F86Lc8mKGzQAAAAA4UkYiAKCpO1fujc8sXR3VetowU02KUSzMi0pud4bNAAAAADgaRiIA4DWlaRrffWpbfPm+jU1zY8mOKLbNi1rSnVEzAAAAAI4FIxEA8Cr1ehoX3LshFjyzvWmulFsbxcIFkSbDGTUDAAAA4FgxEgEAr1Cu1uIfb10d967Z3zQ33PJUdLV+PSKpZNQMAAAAgGPJSAQAjBsoVeLDS5bF89t6muda7o7e1u9GJI3PKQIAAABgajMSAQAREXGgvxSnLGyPjQcGm+Z68wtiIP/9iCSjYgAAAABMCCMRABBbioMxZ0FH7O0bbZhJoxrdrd+I4fwT2RUDAAAAYMIYiQBgllu2oydOX7ws+kcbny1Uj5HoLFwUpZaVGTYDAAAAYCIZiQBgFntw/YH4+5tXRrlab5ipRW8U2+bHWG5rhs0AAAAAmGhGIgCYpW54fmfMvWtd1NPGmUqyN4qFuVHNHcyuGAAAAACZMBIBwCyTpml87aFNccXjW5rmyslLUWw7N+rJQEbNAAAAAMiSkQgAZpFKrR7n3LE2bl22p2luJNceXYWLI03KGTUDAAAAIGtGIgCYJUbGqvGJG1fE4y91Ns0NtTwU3a1XRCSNzykCAAAAYPozEgHALNA9VI7TFnXE6j39TXN9+ZujP39jRJJRMQAAAAAmjZEIAGa4Xd0jcfKCF2JH90jDTBq16Gm9KobyD2TYDAAAAIDJZCQCgBls7Z7+OHVRe3QNjTXM1KMcXYVLYrTlhQybAQAAADDZjEQAMEM9uakzPnbD8hgeqzXM1GIgOgvnRbllY4bNAAAAAJgKjEQAMAN9f8We+Nxta6JaTxtmqkkxDhbmRjW3J8NmAAAAAEwVRiIAmEHSNI2rf7gtLn6g+Z1BY8n2KLbNi1rSk1EzAAAAAKYaIxEAzBC1ehrn3/NiLHp2R9NcKbc6ioULI01GsikGAAAAwJRkJAKAGaBUqcU/3roq7lt7oGluuOXJ6Gr9ekRSzagZAAAAAFOVkQgAprn+0UqcuWRZtG9v/ui4gZY7o7f1uoik8TlFAAAAAMweRiIAmMb294/GKQs64qWDg01zPfnrYrD1joxaAQAAADAdGIkAYJradHAw5ixoj/39pYaZNCrR1fqNGMn/MMNmAAAAAEwHRiIAmIbat/fEGYs7YqDU+GyheoxEZ+HCKLWszrAZAAAAANOFkQgAppkH1u2Pv79lVYxV6w0z1eiJYtu8qOS2Z9gMAAAAgOnESAQA08iS53bEvLvXR5o2zlSS3XGwMC9quWJ2xQAAAACYdoxEADANpGkalz74Ulz5xNamuXKyMYpt50U9GcioGQAAAADTlZEIAKa4Sq0eX7h9bdy+Yk/T3EjuhegqXBJpUs6oGQAAAADTmZEIAKaw4XI1Pn7jivjhps6mucGWB6Kn9cqIpPE5RQAAAADwckYiAJiiuobKcdqijlizp79pri9/Y/Tnb45IMioGAAAAwIxgJAKAKWhH13DMWdgeO7tHGmbSqEVP65UxlH8ww2YAAAAAzBRGIgCYYtbs6YtTF3ZE9/BYw0w9StFVuCRGW9ozbAYAAADATGIkAoAp5PGXivGJG1fEyFitYaYW/VFsOy/Gci9l2AwAAACAmcZIBABTxNJlu+ML318btXraMFNNDsbBwtyo5vZm2AwAAACAmchIBACTLE3TuPKJrXHpg83vDBpLtkaxbX7Ukt6MmgEAAAAwkxmJAGAS1eppzL97fVz//M6mudHcqugsXBhpMppRMwAAAABmOiMRAEySUqUWn7plVTyw/kDT3HDLE9HV+o2IpJpJLwAAAABmByMRAEyC/pFKnLGkIzp2NH90XH/++9GXXxiRND6nCAAAAACOhJEIADK2r2805ixoj83Foaa5ntbvxmD+roxaAQAAADDbGIkAIEMbDwzEKQs64sBAqWEmjUp0tX49RvJPZdgMAAAAgNnGSAQAGXl+W3ecuWRZDJYany1Uj+EoFi6IcsvaDJsBAAAAMBsZiQAgA/eu2R//8L1VMVarN8xUozuKbfOjktueYTMAAAAAZisjEQBMsEXPbI9z73kx0rRxppLsjoOFuVHLdWZXDAAAAIBZzUgEABOkXk/jkgdfiqt/uLVprpR7MToL50c9GcyoGQAAAAAYiQBgQoxV6/H529fEHSv3Ns2N5J6LrsKlkSZjGTUDAAAAgB8xEgHAMTZUrsbHblgeT23uapobbLkvelqvjkgan1MEAAAAABPFSAQAx1BxsBSnLeqIdXsHmub68tdHf/57EUlGxQAAAADg3zESAcAxsr1rOE5e8ELs7hltmEmjFj2tV8RQ/uEMmwEAAADAqxmJAOAYWLW7L05b1BE9w43PFqpHKboKX4nRlmUZNgMAAACA12YkAoCj9PjGYnz8xhUxWqk1zNSiP4pt58ZYblOGzQAAAACgMSMRAByFWzt2xxfvWBu1etowU0kORLEwN6q5fRk2AwAAAIDmjEQAcATSNI0rHtsSX3u4+Z1B5WRLFNvmRz3py6YYAAAAABwiIxEAHKZaPY25d62LG1/Y1TQ3mlsRnYWLIk1GM2oGAAAAAIfOSAQAh6FUqcXf37wyHnrxYNPcUMtj0d16eURSzagZAAAAABweIxEAHKK+kbE4ffGyWL6zt2muP39b9OUXRySNzykCAAAAgMlmJAKAQ7CndyTmLGiPrZ3DDTNp1KO39bsxmP9Bhs0AAAAA4MgYiQDgdWzYPxCnLGyPgwPlhpk0KtFV+GqMtDyTYTMAAAAAOHJGIgBo4tmtXfGRJctjsNz4bKF6DEWxcGGUW9Zm2AwAAAAAjo6RCAAa+MHqffHpW1fHWK3eMFONrii2zYtKbmeGzQAAAADg6BmJAOA1XPf09jj/nhebZsaSnVEszItariujVgAAAABw7BiJAOBl6vU0vvLAxrjmyW1Nc6Xc+ugsnB/1ZCijZgAAAABwbBmJAOBfjFXr8dnbVsddq/Y1zY3kno2uwlcjTcYyagYAAAAAx56RCAAiYrBUiY/dsCKe3tL80XGDLfdET+s1EUnjc4oAAAAAYDowEgEw6xUHSnHKwo54cf9A01xvfnEM5JdGJBkVAwAAAIAJZCQCYFbb2jkUcxa0x57e0YaZNGrR3Xp5DOcfzbAZAAAAAEwsIxEAs9aKXb1x+qKO6B2pNMzUYzQ6C1+JUsvyDJsBAAAAwMQzEgEwKz264WB84qYVUao0PluoFn1RbDs3xnKbM2wGAAAAANkwEgEw69zSviu+dMfaqKeNM5VkfxQLc6Oa259dMQAAAADIkJEIgFkjTdP45qOb4xuPNL8zqJxsjmLbuVFP+rIpBgAAAACTwEgEwKxQrdXjn+9aFze3726aG80tj87CRZEmpYyaAQAAAMDkMBIBMOONjtXi7JtXxCMbik1zQy2PRnfr5RFJLaNmAAAAADB5jEQAzGg9w2Nx+uKOWLmrr2muP39r9OWXRCTZ9AIAAACAyWYkAmDG2t0zEnMWtse2zuGGmTTq0dt6TQzm78mwGQAAAABMPiMRADPS+n39ccrCjugcLDfMpDEWXYWvxkjLsxk2AwAAAICpwUgEwIzzzJau+Mj1y2OoXG2YqcVQdBbOj3LL+gybAQAAAMDUYSQCYEa5a9Xe+MzS1VGppQ0z1aQzioV5UcntyrAZAAAAAEwtRiIAZozvPrktLrxvQ9PMWLIzioV5Uct1ZdQKAAAAAKYmIxEA0169nsaF922I657e3jRXyq2NYuGCSJPhjJoBAAAAwNRlJAJgWitXa/GZpWviB6v3Nc0N556JrsJXI5JKRs0AAAAAYGozEgEwbQ2UKvGRJcvjuW3dzXMtP4je1u9GJPWMmgEAAADA1GckAmBaOjhQijkL2mPjgcGmud78whjI3x6RZFQMAAAAAKYJIxEA086W4mDMWdARe/tGG2bSqEZ36zdjOP94hs0AAAAAYPowEgEwrSzf2ROnL14WfSONzxaqx2h0Fi6KUsuKDJsBAAAAwPRiJAJg2nj4xYNx1k0rolxtfLZQLXqj2DY/xnJbM2wGAAAAANOPkQiAaeHGF3bGP9+5Lupp40wl2RfFwtyo5g5kVwwAAAAApikjEQBTWpqmcdnDm+Lyx7Y0zZWTTVFsOzfqSX9GzQAAAABgejMSATBlVWv1OOeOdfG9Zbub5kZzy6Kz8JVIk1JGzQAAAABg+jMSATAljYxV46ybVsZjG4tNc0MtD0d36xURSS2jZgAAAAAwMxiJAJhyuofKcdriZbF6d1/TXH/+lujL3xCRZNMLAAAAAGYSIxEAU8runpE4eUF7bO8abphJoxY9rVfHUP7+DJsBAAAAwMxiJAJgyli3tz9OWdgRXUPlhpl6lKOrcGmMtjyfYTMAAAAAmHmMRABMCU9t7oyPXr88hscany1Ui8HoLJwX5ZYNGTYDAAAAgJnJSATApLtj5Z747NI1Ua2nDTPVpBjFwryo5HZn2AwAAAAAZi4jEQCTJk3TuObJbXHR/Rub5saS7VFsmx+1pDujZgAAAAAw8xmJAJgU9Xoa59/7Yix8ZkfTXCm3JoqFCyNNhrMpBgAAAACzhJEIgMyVKrX49K2r4961+5vmhluejK7Wr0ck1YyaAQAAAMDsYSQCIFP9o5X48JJl8cL2nqa5gZa7orf12oik8TlFAAAAAMCRMxIBkJkD/aU4ZWF7bDww2DTXm78uBvJ3RCQZFQMAAACAWchIBEAmNh8cjDkL2mNff6lhJo1qdLd+I4bzT2RXDAAAAABmKSMRABOuY0dPnLF4WfSPVhpm6jESnYUvR6llVXbFAAAAAGAWMxIBMKEeWHcgPnnLyihX6w0zteiNg23zopLblmEzAAAAAJjdjEQATJjrn98Z8+5aF/W0caaS7I1iYW5UcwezKwYAAAAAGIkAOPbSNI2vPvRSfPvxrU1z5WRjFNvOi3oykFEzAAAAAOBfGYkAOKYqtXp86ftrY+nyPU1zI7n26CpcHGlSzqgZAAAAAPByRiIAjpnhcjU+cdOKeOKlzqa5wZYHo6f12xFJ43OKAAAAAICJZSQC4JjoGirHaYs6Ys2e/qa5vvxN0Z+/KSLJqBgAAAAA8JqMRAActZ3dwzFnQXvs6B5pmEmjFj2tV8VQ/oEMmwEAAAAAjRiJADgqa/f0x6mL2qNraKxhph7l6CpcEqMtL2TYDAAAAABoxkgEwBH74abO+NgNy2NkrNYwU4uB6CycF+WWjRk2AwAAAABej5EIgCNy+/I98fnb10S1njbMVJNiHCzMjWpuT4bNAAAAAIBDYSQC4LCkaRpX/XBrXPLAS01zY8m2KLbNj1rSk1EzAAAAAOBwGIkAOGS1ehrn/WB9LH5uZ9PcaG51dBYujDQZyagZAAAAAHC4jEQAHJJSpRb/8L1Vcf+6A01zwy0/jK7WyyKSakbNAAAAAIAjYSQC4HX1j1TizOuXRfv25o+OG8jfEb35BRFJ43OKAAAAAICpwUgEQFP7+kbjlIXtsengUNNcT/7aGGy9M5tSAAAAAMBRMxIB0NBLBwZjzoL2ODBQaphJoxJdrZfFSP7JDJsBAAAAAEfLSATAa3phW3ecuWRZDJQany1Uj5HoLFwYpZbVGTYDAAAAAI4FIxEAr3L/2v3xye+tirFqvWGmGj1RbJsXldz2DJsBAAAAAMeKkQiAV1j87I6Y/4P1kaaNM5VkdxwszItarphdMQAAAADgmDISARAREWmaxiUPvhRXPbG1aa6cbIxi27lRTwYzagYAAAAATAQjEQBRqdXj87evie+v2Ns0N5J7ProKl0aalDNqBgAAAABMFCMRwCw3VK7Gx29cEU9u6myaG2y5P3par4pIGp9TBAAAAABMH0YigFmsc7Acpy3qiLV7+5vm+vI3RH/+logko2IAAAAAwIQzEgHMUju6huPkBe2xq2ekYSaNWvS0fjuG8g9l2AwAAAAAyIKRCGAWWr27L05b1BHdw2MNM/UoRVfh4hht6ciwGQAAAACQFSMRwCzz+EvF+PgNK2K0UmuYqUV/FNvOi7HcSxk2AwAAAACyZCQCmEWWLtsdX/j+2qjV04aZanIgDhbmRTW3N8NmAAAAAEDWjEQAs0CapvHtx7fEVx/a1DQ3lmyNYtv8qCW9GTUDAAAAACaLkQhghqvV05h/9/q4/vmdTXOjuZXRWfhypMloRs0AAAAAgMlkJAKYwUqVWnzylpXx4PqDTXPDLU9EV+s3IpJqJr0AAAAAgMlnJAKYofpGxuKMxcti2c7mj47rz98efflFEUnjc4oAAAAAgJnHSAQwA+3tG405C9pjS3GoYSaNevS2XhuD+bszbAYAAAAATBVGIoAZZuOBgThlQUccGCg1zKRRia7Wr8VI/ukMmwEAAAAAU4mRCGAGeW5rd3x4ybIYLDc+W6gew1EsXBDllrUZNgMAAAAAphojEcAMce+a/fEP31sVY7V6w0w1uqPYNi8quR3ZFQMAAAAApiQjEcAMsPCZ7XHePS9GmjbOjCW7oliYF7VcZ3bFAAAAAIApy0gEMI3V62lc/MDG+M6T25rmSrkXo7NwXtSToYyaAQAAAABTnZEIYJoaq9bjc7etjjtX7WuaG8k9F12FSyNNxjJqBgAAAABMB0YigGloqFyNj92wPJ7a3NU0N9hyX/S0Xh2RND6nCAAAAACYnYxEANNMcbAUpy7siPX7BprmevNLYiB/a0SSUTEAAAAAYFoxEgFMI9s6h2LOwvbY3TPaMJNGLbpbr4jh/MMZNgMAAAAAphsjEcA0sXJXb5y+eFn0DDc+W6gepegsfCVKLcsybAYAAAAATEdGIoBp4LGNB+MTN66M0UqtYaYW/VFsOzfGcpsybAYAAAAATFdGIoAp7nsdu+JLd6yLWj1tmKkkB6JYmBvV3L4MmwEAAAAA05mRCGCKStM0vvXYlvj6w83vDConW6LYNj/qSV82xQAAAACAGcFIBDAFVWv1mHv3+rjphV1Nc6O5FdFZuCjSZDSjZgAAAADATGEkAphiRsdqcfbNK+ORDQeb5oZaHovu1ssjkmpGzQAAAACAmcRIBDCF9A6PxemLO2LFrr6muf780ujLL45IsukFAAAAAMw8RiKAKWJP70jMWdAeWzuHG2bSqEdv6zUxmL8nw2YAAAAAwExkJAKYAl7cNxCnLGyP4mC5YSaNSnQVvhojLc9k2AwAAAAAmKmMRACT7NktXfGR65fHYLnx2UL1GIpi4YIot6zLsBkAAAAAMJMZiQAm0d2r98Wnb10VlVraMFONrii2zYtKbmeGzQAAAACAmc5IBDBJrn1qW1xw74ammbFkZxQL86KW68qoFQAAAAAwWxiJADJWr6fx5fs2xLVPb2+aK+XWRWfh/Kgnwxk1AwAAAABmEyMRQIbGqvX4zNLVcffqfU1zw7lnoqvw1YikklEzAAAAAGC2MRIBZGSwVImP3rA8ntnS3TQ30HJP9LZeE5HUM2oGAAAAAMxGRiKADBQHSjFnYUds2D/QNNebXxwD+aURSUbFAAAAAIBZy0gEMMG2dg7Fyde1x96+0YaZNGrR3frNGM4/lmEzAAAAAGA2MxIBTKDlO3vj9MUd0TfS+GyheoxGZ+GiKLWsyLAZAAAAADDbGYkAJsjDLx6Ms29eEaVK47OFatEXxbb5MZbbkmEzAAAAAAAjEcCEuLl9V5xzx9qop40zlWRfFAvzoprbn10xAAAAAIB/YSQCOIbSNI1vPLI5vvno5qa5crIpim3nRj3pz6gZAAAAAMArGYkAjpFqrR7/dOe6uKVjd9PcaG5ZdBa+EmlSyqgZAAAAAMCrGYkAjoHRsVqcddOKeHRjsWluqOWR6G79VkRSy6gZAAAAAMBrMxIBHKWe4bE4fXFHrNzV1zTXn/9e9OWvj0iy6QUAAAAA0IyRCOAo7O4ZiTkL2mNb13DDTBr16Gn9Tgzl782wGQAAAABAc0YigCO0bm9/nLqoIzoHyw0zaYxFZ+HSGG15LsNmAAAAAACvz0gEcASe3twVH71heQyVqw0ztRiKzsL5UW5Zn2EzAAAAAIBDYyQCOEx3rdobn1m6Oiq1tGGmmnRGsTAvKrldGTYDAAAAADh0RiKAQ5SmaXz3qW3x5fs2Ns2NJTui2DYvakl3Rs0AAAAAAA6fkQjgENTraVxw74ZY8Mz2prlSbm0UCxdEmgxn1AwAAAAA4MgYiQBeR7lai0/fujruWbO/aW4493R0Fb4WkVQyagYAAAAAcOSMRABNDJQq8ZEly+O5bc0fHTfQcnf0tl4bkdQzagYAAAAAcHSMRAANHBwoxZwF7bHxwGDTXG9+YQzkb49IMioGAAAAAHAMGIkAXsOW4mDMWdARe/tGG2bSqEZ36zdjOP94hs0AAAAAAI4NIxHAv7N8Z0+ctmhZ9I82PluoHqPRWfhylFpWZtgMAAAAAODYMRIBvMyD6w/E39+8MsrVxmcL1aI3im3zYyy3NcNmAAAAAADHlpEI4F/c8PzOmHvXuqinjTOVZF8UC/8c1dzB7IoBAAAAAEwAIxEw66VpGl9/eFN867EtTXPlZFMU2+ZHPRnIqBkAAAAAwMQxEgGzWqVWj3PuWBu3LtvTNDeS64iuwlciTcoZNQMAAAAAmFhGImDWGhmrxiduXBGPv9TZNDfU8lB0t14RkTQ+pwgAAAAAYLoxEgGzUvdQOU5bvCxW7+5rmuvL3xL9+Rsikmx6AQAAAABkxUgEzDq7ukdizsL22N413DCTRi16Wq+Oofz9GTYDAAAAAMiOkQiYVdbt7Y9TFnZE11Djs4XqUY6uwqUx2vJ8hs0AAAAAALJlJAJmjSc3dcbHblgew2O1hplaDEZn4bwot2zIsBkAAAAAQPaMRMCscMfKPfHZpWuiWk8bZqpJMQ4W5kY1tyfDZgAAAAAAk8NIBMxoaZrGd57cFl+5f2PT3FiyPYpt86OWdGfUDAAAAABgchmJgBmrVk/j/HtejEXP7miaK+XWRLFwQaTJSDbFAAAAAACmACMRMCOVKrX4x1tXxX1rDzTNDbc8GV2tX49Iqhk1AwAAAACYGoxEwIzTP1qJDy9ZFi9s72maG2i5M3pbr4tIGp9TBAAAAAAwUxmJgBllf/9onLKgI146ONg015O/LgZb78ioFQAAAADA1GMkAmaMTQcHY86C9tjfX2qYSaMS3a3fjOH8E9kVAwAAAACYgoxEwIzQsaMnTl/UEQOlxmcL1WMkOgsXRqlldYbNAAAAAACmJiMRMO09sG5//P0tq2KsWm+YqUZPFNvmRyW3LcNmAAAAAABTl5EImNaWPLcj5t29PtK0caaS7IliYV5UcwezKwYAAAAAMMUZiYBpKU3T+OpDL8W3H9/aNFdONkax7byoJwMZNQMAAAAAmB6MRMC0U6nV4wu3r43bV+xpmhvJtUdX4eJIk3JGzQAAAAAApg8jETCtDJer8fEbV8QPN3U2zQ22PBg9rd+OSBqfUwQAAAAAMJsZiYBpo2uoHKct6og1e/qb5vryN0V//qaIJKNiAAAAAADTkJEImBZ2dg/HyQvaY2f3SMNMGrXoab0yhvIPZtgMAAAAAGB6MhIBU96aPX1x6sKO6B4ea5ipRym6CpfEaEt7hs0AAAAAAKYvIxEwpT3xUjE+fuOKGBmrNczUYiCKhfNirGVjhs0AAAAAAKY3IxEwZd22fE984fY1Ua2nDTPV5GAcLMyLam5Phs0AAAAAAKY/IxEw5aRpGlc+sTUuffClprmxZFsU2+ZHLenJqBkAAAAAwMxhJAKmlFo9jfl3r4/rn9/ZNDeaWxWdhQsjTUYzagYAAAAAMLMYiYApo1SpxaduWRUPrD/QNDfc8kR0tX4jIqlm0gsAAAAAYCYyEgFTQv9IJc5csizadzR/dFx//vvRl18YkTQ+pwgAAAAAgNdnJAIm3b6+0ZizoD02F4ea5nry18Zg653ZlAIAAAAAmOGMRMCkeunAYMxZ0B4HBkoNM2lUoqv1shjJP5lhMwAAAACAmc1IBEya57d1x5lLlsVgqfHZQvUYic7CBVFqWZNhMwAAAACAmc9IBEyK+9buj0/dsirGavWGmWp0R7FtflRy2zNsBgAAAAAwOxiJgMwtemZ7nHvPi5GmjTOVZHccLMyNWq4zu2IAAAAAALOIkQjITJqmcfEDL8XVP9zaNFfKbYjOwnlRTwYzagYAAAAAMPsYiYBMVGr1+Pxta+L7K/c2zY3kno+uwqWRJuWMmgEAAAAAzE5GImDCDZWr8bEblsdTm7ua5gZb7o+e1qsiksbnFAEAAAAAcGwYiYAJ1TlYjlMXtce6vQNNc335G6I/f0tEklExAAAAAIBZzkgETJjtXcMxZ0F77OoZaZhJoxY9rd+OofxDGTYDAAAAAMBIBEyIVbv74rRFHdEzPNYwU49SdBUujtGWjgybAQAAAAAQYSQCJsDjG4vx8RtXxGil1jBTi/4otp0bY7lNGTYDAAAAAOBfGYmAY+rWZbvji99fG7V62jBTTQ7EwcLcqOb2ZdgMAAAAAICXMxIBx0SapnHFY1viaw83vzOonGyJYtv8qCd92RQDAAAAAOA1GYmAo1arpzH3rnVx4wu7muZGcyuis3BRpMloRs0AAAAAAGjESAQclVKlFn9/88p46MWDTXNDLY9Hd+s3I5JqRs0AAAAAAGjGSAQcsb6RsThj8bJYtrO3aa4/f3v05RdFJI3PKQIAAAAAIFtGIuCI7O0bjTkL2mNLcahhJo169LZeG4P5uzNsBgAAAADAoTASAYdtw/6BOGVhexwcKDfMpFGJrtavxUj+6QybAQAAAABwqIxEwGF5bmt3fHjJshgsNz5bqB7DUSxcEOWWtRk2AwAAAADgcBiJgEP2g9X74tO3ro6xWr1hphrdUWybG5XczgybAQAAAABwuIxEwCG57untcf49LzbNjCW7oliYF7VcZ0atAAAAAAA4UkYioKl6PY2vPLAxrnlyW9NcKbc+OgvnRz0ZyqgZAAAAAABHw0gENDRWrcfnblsdd67a1zQ3knsuugqXRpqMZdQMAAAAAICjZSQCXtNgqRIfu2FFPL2lq3mu5d7oaf1ORNL4nCIAAAAAAKYeIxHwKsXBUpyyoCNe3D/QNNebXxID+VsjkoyKAQAAAABwzBiJgFfY1jkUJy9ojz29ow0zadSiu/VbMZx/JMNmAAAAAAAcS0YiYNyKXb1x+qKO6B2pNMzUoxSdhYui1LI8w2YAAAAAABxrRiIgIiIe3XAwPnHTiihVGp8tVIu+KLadG2O5zRk2AwAAAABgIhiJgLilfVd86Y61UU8bZyrJ/igW5kY1tz+7YgAAAAAATBgjEcxiaZrG5Y9uicse2dQ0V062RLFtftSTvmyKAQAAAAAw4YxEMEtVa/X457vWx83tu5rmRnPLo7PwlUiT0YyaAQAAAACQBSMRzEKjY7U4++aV8ciGg01zQy2PRnfr5RFJLaNmAAAAAABkxUgEs0zv8FicvrgjVuzqa5rrzy+NvvziiCSbXgAAAAAAZMtIBLPI7p6RmLOwPbZ1DjfMpFGP3tZrYjB/T4bNAAAAAADImpEIZon1+/rjlIUd0TlYbphJYyy6Cl+LkZZnMmwGAAAAAMBkMBLBLPDslq748PXLY6hcbZipx1A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      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "year = [2017, 2018, 2019, 2020]\n",
    "people = [20, 40, 60, 70]\n",
    "#生成图表\n",
    "plt.plot(year, people)\n",
    "plt.xlabel('年份')\n",
    "plt.ylabel('人口')\n",
    "plt.title('人口增长')\n",
    "#设置纵坐标刻度\n",
    "plt.yticks([0, 20, 40, 60, 80])\n",
    "#设置填充选项：参数分别对应横坐标，纵坐标，纵坐标填充起始值，填充颜色\n",
    "plt.fill_between(year, people, 20, color = 'green')\n",
    "#显示图表\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "e5b51f9075b4cc1ea8d9810577a26807122690438b3a6e6e05129a402faed2ba"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
